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Checkout A/B testing

A/B test the path from cart to paid order.

Shoppers who reach your cart have already decided to buy, so this is where small changes recover the most revenue. CustomFit tests the cart, the way into checkout, and the checkout itself, including one-click checkouts like GoKwik and Razorpay Magic Checkout, and judges every variant on completed orders.

✓ Judged on completed orders✓ Works with one-click checkouts✓ Sticky, reversible tests
What you can test, by step
1. Product page
buy-now vs add-to-cart, delivery and COD promises
2. Cart and cart drawer
upsells, shipping bar, trust badges
3. Way into checkout
native, one-click, or express pay
4. Checkout
payment order, and UI extensions on Shopify Plus
5. Paid order
the verdict: orders, revenue per visitor, AOV
What to test

Checkout tests that move revenue

🛒

Checkout entry points

Buy-now on the PDP against add-to-cart, and the cart drawer against the cart page.

🧾

Cart and cart drawer

Free-shipping progress bars, upsells, trust badges and the order of what shoppers see before paying.

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Delivery and COD messaging

Delivery dates, COD availability and prepaid incentives, shown before checkout opens.

⚡

Express and one-click checkout

A one-click checkout against Shopify's native checkout, and where the express-pay button sits.

💳

Payment methods and order

Which methods appear and in what order: UPI, wallets, cards, pay later.

🧩

Inside checkout (Shopify Plus)

Checkout UI Extension blocks such as trust messages and upsells, on Plus stores.

Shopify’s rules

What Shopify lets you change, by plan.

Shopify keeps its checkout pages locked down. On every plan you can test everything that leads into checkout and which checkout shoppers use. Changing blocks inside Shopify’s own checkout pages needs Shopify Plus and Checkout UI Extensions. Most of the revenue is decided before that point anyway.

  • ✓ All plans: product page, cart, cart drawer, checkout entry points
  • ✓ All plans: one-click checkout vs native checkout
  • ✓ Shopify Plus: blocks inside checkout via UI Extensions
Shopify A/B testing →
Testable on
Cart, drawer, entry pointsAll plans
One-click vs native checkoutAll plans
Inside Shopify checkoutShopify Plus
One-click checkouts

Using a one-click checkout? Your tests may stop at add-to-cart.

Checkouts like GoKwik and Razorpay Magic Checkout take the order out of Shopify’s native checkout, so tools that rely on Shopify’s checkout events never see the purchase. CustomFit receives orders and revenue from these checkouts directly.

A/B testing with GoKwikA/B testing with Razorpay Magic CheckoutA/B testing with ShopfloA/B testing with Shiprocket Checkout (fastrr)A/B testing with Breeze by Juspay

Testing payment gateways and method order →

How it works

A checkout test in four steps

1

Pick the step

Choose where carts are lost: the cart, the way into checkout, or the checkout itself.

2

Build the variant

Change it in the no-code editor, or pick the checkout each group gets.

3

Split safely

Each shopper stays in one variant for the whole visit, through to payment.

4

Call it on orders

Pick the winner on completed orders and revenue per visitor, with AOV as a guardrail.

FAQ

Checkout A/B testing: common questions

Can you A/B test the Shopify checkout?

Partly, and it depends on your plan. On every plan you can test everything that leads into checkout (the cart, the cart drawer, buy-now buttons, shipping and COD messaging) and which checkout shoppers use. Changes inside Shopify's checkout pages themselves need Shopify Plus, through Checkout UI Extensions.

What should I test first?

Start where carts are lost: the checkout entry point (buy-now vs add-to-cart, cart drawer vs cart page), delivery and COD messaging before checkout, and, if you use one, your one-click checkout against Shopify's native checkout.

What metric decides a checkout test?

Completed orders and revenue per visitor, with AOV and margin as guardrails. Add-to-cart and checkout starts are early signals, not the verdict.

My store uses GoKwik, Razorpay Magic Checkout or Shopflo. Can I still test?

Yes. Those checkouts bypass Shopify's native checkout events, so most testing tools only see add-to-cart. CustomFit receives orders and revenue from these checkouts directly and writes the variant onto each Shopify order.

Is it safe to test checkout?

Each shopper is kept in one variant for the whole visit, so flows never mix mid-session, and you can stop a test and revert at once if completion dips.

Do I need a developer?

No for cart, entry-point, messaging and checkout-choice tests, which you build in the no-code editor. Checkout UI Extension changes on Shopify Plus may need a one-time developer setup.

Related: checkout optimization playbook · cart abandonment recovery · shipping A/B testing · discount A/B testing

Find the checkout that turns carts into orders.

We’ll look at where your carts drop and set up your first checkout test on the call.

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