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Shipping A/B testing

Make shipping a growth lever, not a guess.

The free-shipping threshold is one of the most powerful — and most guessed-at — numbers in D2C. CustomFit tests thresholds, express upgrades, and shipping copy on live traffic, measures each on revenue and margin per visitor, and lets you set a different threshold per cohort.

Threshold tested on margin Per-cohort shipping rules Lifts AOV, not just CVR
Shipping A/B testing: four shipping experiences — Free Shipping over $35, Free Shipping over $60, Express Shipping Upgrade, and Free Shipping over $35 + Express — split 25% each; the $35 + Express variant wins at 4.6% CVR and drives 77% more conversions, so traffic is automatically routed to the best shipping experience. Create variations, split traffic, measure results, AI finds the winner, and optimize automatically.
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Find the right threshold

Test free-shipping cutoffs against each other and let the data pick the number that maximizes revenue per visitor — not the one that feels safe.

Test speed & upgrades

Compare standard vs express framing, paid upgrades, and delivery-date promises to see what actually converts.

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Per-cohort shipping

A threshold that works for metros may not fit tier-2 cities — set different shipping rules by region, device, or new vs returning.

Why the threshold matters

The free-shipping number is a profit dial.

Set it too low and you give away margin on orders that would have paid; set it too high and you suppress conversion. The optimal threshold also nudges basket size upward as shoppers add an item to qualify — but that sweet spot is specific to your catalog and only testing finds it.

  • Test cutoffs on revenue and margin per visitor
  • Watch the AOV lift from the qualify-to-free nudge
  • Compare a threshold against flat-rate shipping
Recover threshold drop-offs →
Threshold trade-off
Too low ($35)margin leak
Just right ($49)peak
Too high ($75)CVR drop
Shipping messages tested
Live “$5 to free shipping” bar
“Delivered by Fri” promise
Express upgrade at checkout
🚚 Test the threshold and the way you communicate it — both move revenue.
Shipping is a message, too

How you say it changes who buys.

A live progress bar (“You’re $5 from free shipping”), a delivery-date promise, and an express-upgrade option each move conversion in different ways. CustomFit lets you A/B the messaging and the mechanics together, measured on real orders.

  • A/B the free-shipping progress bar
  • Test delivery-date promises & express upgrades
  • Roll the winning message store-wide in a click
See the shipping-bar widget →
We'd run $35 free shipping for years. Testing proved $49 made more per visitor and nudged AOV up — the qualify-to-free behavior paid for itself immediately.
AN
Anirudh Shridharan
Growth Marketer · Chargebee
+21%
Revenue per visitor at the winning threshold
+$4
AOV lift from the qualify nudge
3
Cohort-specific thresholds live
Launch in minutes

A shipping test in four steps

From a threshold question to a margin-tested answer — no code.

1

Set the variants

Define the thresholds, upgrades, or shipping messages you want to compare.

2

Choose cohorts

Optionally split by region, device, or new vs returning visitors.

3

Measure on revenue

We report revenue and margin per visitor and the AOV effect, not just CVR.

4

Roll out per cohort

Ship the winning threshold and message — globally or by segment.

The fundamentals

What is shipping A/B testing?

Shipping A/B testing compares free-shipping thresholds, delivery-speed options, and shipping messaging on live traffic to find what maximizes revenue. Because the free-shipping cutoff is both a conversion lever and a margin dial — and often nudges basket size up — CustomFit measures each variant on revenue and margin per visitor and lets you set a different threshold per cohort.

Quick facts

Tests thresholds, speed upgrades & shipping copy
Measured on revenue and margin per visitor
Captures the AOV lift from qualify-to-free
Set different shipping rules per cohort
Why it matters

Why shipping testing matters for D2C

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Shipping decides checkouts

Unexpected shipping cost is a top abandonment cause — the right threshold removes it.

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It moves AOV

A well-set threshold nudges shoppers to add an item to qualify, lifting basket size.

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One size doesn't fit all

Metro and tier-2 shoppers behave differently; per-cohort thresholds respect that.

Who it’s for

Built for your whole growth team

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Growth & CRO

Turn the shipping threshold into a tested, profit-aware decision.

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Ops & logistics

Balance free-shipping cost against the conversion and AOV it buys.

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Marketers

Pair shipping offers with campaigns and measure the real lift.

The complete guide

Understanding shipping A/B testing

Shipping A/B testing compares free-shipping thresholds, delivery-speed options, and the way shipping is communicated — all on live traffic. The free-shipping cutoff in particular is one of the most consequential numbers in D2C: it sits right at the point of purchase and influences both whether a shopper converts and how much they spend.

The threshold is really a profit dial. Set it too low and you give away margin on orders that would have paid for delivery anyway; set it too high and you suppress conversion. The optimal point also tends to lift average order value, because shoppers add an item to qualify for free shipping — but that sweet spot depends on your catalog and margins, so only a real test reveals it.

Beyond the number, the message matters: a live progress bar, a delivery-date promise, and an express-upgrade option each pull differently. CustomFit lets you test the mechanics and the messaging together, scope different thresholds to different cohorts, and judge every variant on revenue and margin per visitor — so shipping becomes a deliberate lever rather than a number you inherited.

What shipping elements can I test?

Free-shipping thresholds, flat-rate vs free, express/paid upgrades, delivery-date promises, and the wording of shipping messages like the progress bar.

Why not just set the lowest threshold?

A low threshold gives away margin on orders that would have paid for shipping, and misses the AOV lift from shoppers adding an item to qualify. Testing finds the point that maximizes revenue per visitor.

Can I set different thresholds for different regions?

Yes. Thresholds and shipping rules can be scoped per cohort — region, device, or new vs returning — so each audience gets the offer that works for it.

Does it measure the effect on basket size?

Yes. CustomFit reports the AOV effect alongside conversion and margin, so you can see the qualify-to-free nudge, not just the conversion change.

Do I need a developer to use CustomFit.ai?

No. Marketers configure shipping tests in a no-code editor; developers can use the API and SDKs when they want deeper control.

Stop guessing your free-shipping number.

Test thresholds and shipping copy on real traffic this week — free to start.

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Mamaearthfree-shipping band +12.4% AOVGIVAfestive collection page +34% revenueBellavitaPDP CTA test +27.4% CVRKapivaQuiz-driven recs +9.48% CTRThe Sleep Colanding personalized 2× capturesPlumReturning shopper swap +18.2% CVRMamaearthfree-shipping band +12.4% AOVGIVAfestive collection page +34% revenueBellavitaPDP CTA test +27.4% CVRKapivaQuiz-driven recs +9.48% CTRThe Sleep Colanding personalized 2× capturesPlumReturning shopper swap +18.2% CVR