Checkout Optimize Lab
Speed and conversion experiments for Shopify checkout

The order of payment options is a ranking your customers read as a recommendation. Wallets first, card first, or installments first each pull a different mix of completed orders, fees, and average order values.

Checkout presents payment methods in a list, and lists are never neutral. The first item reads as the default, the expected choice, the one most people use. Whatever sits at the top of your payment section is quietly steering a share of every order's economics.

Why first position wins

Shoppers in checkout are finishing, not browsing. Faced with four payment options, many take the first one that is acceptable rather than the best one after comparison. That satisficing behavior means order changes mix, not just presentation: move a wallet to the top and wallet share climbs, especially on mobile where it also removes form filling.

The effect is strongest for new customers. Returning customers have a habit or a saved method and scroll to it. First-position tests mostly move first-time buyers, which is exactly the segment whose completion is most fragile.

The three orderings worth testing

Wallet-first optimizes completion: the fastest path tops the list, and mobile conversion usually responds. Card-first optimizes familiarity and often margin, since card processing is typically the cheapest rail, but it asks the most effort of phone shoppers.

Installments-first is the order-value play: leading with pay-over-time framing can lift basket size among shoppers who budget by payment, at the cost of installment fees on orders that would have completed anyway. Each ordering is a different business bet. Test them as bets, with the metric that matches the bet.

Measure contribution, not just completion

A test that lifts completion by pushing shoppers to a higher-fee method can lose money while winning the dashboard. Score each ordering on completed orders, average order value, and payment cost per order, combined into contribution per checkout session.

Segment by device before concluding anything. Desktop shoppers barely react to payment order; mobile shoppers react strongly. An overall result usually hides a mobile win and a desktop nothing, and the right ship decision may be a device-specific ordering where the platform allows it.

What not to do while testing

Do not reorder mid-promotion; promotional traffic mixes differently and the test will attribute the promotion's mix shift to your ordering. Do not run the test through a holiday weekend for the same reason. Payment behavior has a calendar, and the test window should be boring.

Keep the total set constant. Adding or removing a method during an order test confounds everything, because a new method draws attention regardless of position. One variable: the order. The discipline is dull and the result is readable, which is the trade you want.

Related reading

These earlier guides go deeper on connected questions: One Page vs Three Page Checkout: How to Test the Layout Honestly, Checkout Extensibility Upgrade Testing: Moving Apps Without Breaking Orders, and Tax Display at Checkout: When Shoppers See the Full Price Matters.

Frequently asked questions

Does payment method order really change conversion?

It changes method mix reliably and completion modestly, with the largest effects on mobile and among first-time buyers. The bigger impact is often economic: which fees you pay on the orders that complete.

Should wallets always be first?

Not always. Wallet-first favors completion; card-first often favors margin. The right answer depends on whether your checkout problem is abandonment or cost per order, and it is a testable question on your own traffic.

How long should a payment order test run?

Long enough to cover at least two full weekly cycles of your normal traffic, outside promotions and holidays. Payment mix follows payday and weekly rhythms that short tests misread.

What metric decides the winner?

Contribution per checkout session: completed orders times order value minus payment costs, segmented by device. Completion alone can crown an ordering that quietly taxes every order.