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Payments Orchestration

August 26, 2026

The Payments Rules Tax: What It Actually Costs to Ship Routing, Retry, and Fraud Logic in Code

Payments teams spend an average of 11.4% of engineering resources on payments work, much of it editing logic that already functions. This post traces the seven steps a routing, retry, or fraud change passes through before production, and shows how a workflow canvas removes most of them.

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Mark John Hiemstra

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Your fraud lead wants the 3DS threshold moved from $100 to $250. Seems simple enough. But it still needs intake to translate the request, a reviewer to clear it, security to scope it, and a release window to open before a live transaction sees the new value. Everyone in that chain knows what they’re doing, but your threshold is still $100 because the payment logic is still just code..

The executives we surveyed for our State of Checkout 2025 report said that they spent an average of 11.4% of their engineering resources on payments-related tasks, and half of them are above 10%. On a 40-person engineering team, 11.4% is between four and five engineers who never touch your product. Most of what they're doing is editing logic that already works.

Not surprisingly, the sometimes yawning chasm between what you want and when it ships doesn’t just have a name, it has a price, as well. 

That distance between deciding and shipping has a name and a price. What follows is the seven-step path your change actually travels and what each step takes from you, plus a way to put a number on your own queue before you're done reading.

What is the payments rules tax?

The payments rules tax is what you pay in engineering time to modify payment logic after it's built. Every routing rule, retry condition, and fraud threshold you have right now in your application code needs a ticket, a scoping pass, a code review, and a release window before it reaches production. 

Deciding what you want to change actually turns out to be the cheap part. The part where those changes actually get done are where the money gets spent.

Routing, retry, and 3DS fraud logic shift constantly to match market dynamics, pricing, seasonal volume, and new fraud tactics. The problem is that, because this business logic is locked inside application code, any updates you want to make are going to have to match engineering release cycles.

How the payments rules tax differs from the integration tax

We’ve already named part of your bill. The Engineering Time Tax covers what you pay to run a payment stack: PCI compliance and scope creep, the multi-gateway management and maintenance maze, and the reconciliation and data silo nightmare.

The payments rules tax is a different bill completely. Those three are what you pay for the plumbing. The payments rules tax is what you pay to change the logic behind it, every time something needs to change. 

Integrating once with a platform that already holds the gateway connections takes a real bite out of the first three, so that's a start. It doesn't touch the payments rules tax, because a connection you can reach easily doesn't make the rules behind it easy to edit.

Why does changing payment logic take longer than the estimate?

Because your estimate covers development, and development is one step out of several. The change also passes through intake, prioritization, review, security, and a release window, and every one of those is a queue with other work already sitting in it.

The path your change actually travels:

  1. Intake and scoping: Your request is submitted as a business request, and there needs to be someone who translates it into technical requests before it gets estimated. This person is not usually the requester themselves.
  2. Prioritization against committed capacity: Medium-sized payments projects are too large to fit into continuous improvement, but too small to justify a full planning cycle, which means that it is competing against all other requests of similar size for a dedicated slice of capacity.
  3. Development: The phase which is included in your estimate, and usually the only phase.
  4. Code review: Reviewer availability is another one of those factors that you just can’t account for when estimating, and your payments changes will likely have a very specific list of people capable of reviewing them.
  5. Security review: Whenever there’s anything involving cardholder data, a scoping pass, a test window and remediation window is required before deployment. Your business estimate will likely not include it and it’s likely to be the largest time factor added after the estimation.
  6. Release window: When the development is done, nothing gets deployed right away. Payments projects need a release window, which is scheduled based on risk, not on your marketing calendar.
  7. Queue reset: You submit your next request, and it starts from step one. No backlog here, because each request goes through the same seven steps.

A change you scoped in weeks of development commonly reaches production a heck of a lot later once review, security, and release get counted, which is a big deal. You'll see it in disciplined engineering orgs with good reviewers and clean pipelines, because every step in that list is a control that exists for a reason, and the reasons are all good ones.

All that to say that the queue is a necessary part of production. It just happens to be a time and money suck. 

What does the change tax actually cost your payments team?

It costs you engineering hours pulled off your core product, revenue performance held at yesterday's settings, and the improvements that might never even get suggested because your team knows how long they’ll take. That last one is the biggest and the least measured.

The direct cost is hours

Time your engineers spend maintaining and editing payment logic is time they're not spending on the product your customers actually pay for. The survey average sits at 11.4% of engineering resources, and 8% of executives report 21% or more. At the top of that range you're staffing a payments team you never budgeted for.

The delay cost is performance frozen at old settings

A routing change that takes you a quarter to ship means a quarter of transactions running on routing you already knew was wrong. A fraud rule that takes six weeks to reach production is a rule tuned for the attack pattern from six weeks ago. You'll find the engineering time on a line item somewhere, and the interval is where the money actually went.

The suppression cost keeps rules changes from happening

When every change costs a ticket and a release window, your team stops proposing the marginal ones, and the authorization rate changes often end up being the marginal ones. Nobody runs the A/B routing test that might've found you two points of approval rate. The second gateway in that one region stays untried, because spending a sprint to find out whether it's better is a hard sell. Retry cadence never gets tuned by decline reason, so your soft declines and your hard declines get handled identically forever. 

This all ends up costing a lot of money, but if you can move the logic functionality, you can move all three of these issues along with it.

Teams like yours are already making this call

Two patterns show up constantly in conversations with payments teams working through this, and you're probably one of them.

A subscription commerce platform built its own routing logic, called it clunky, and decided it no longer wanted to own it. Its head of payments had bandwidth for exactly one initiative that year, and maintaining routing wasn't going to be it. An entertainment and events company hit the same wall from the other direction. It needed one payment method through its existing provider and got quoted roughly a year to build it.

Those two stories taken together actually tell one that’s a lot more interesting than just either example on its own. One team owns its payment logic and can't afford to keep maintaining it. The other doesn't own it and can't get a change made on any useful timeline. 

Building it yourself and waiting on somebody else to build it ends up being the same bill showing up from different directions, and neither team gets to make the change when the business wants it.

Count the changes you asked for last quarter

You probably benchmark how fast your engineering team ships payment changes. The more useful number is how many of those changes needed engineering at all, and almost nobody tracks it.

Go back through your last two quarters, list every payment logic change your team requested, and mark which ones shipped. The gap between those two numbers is your change tax, and you're probably looking at it written down for the first time.

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How do I calculate my own payments rules tax?

Pull every payment logic change your team requested over the last two quarters, then mark which ones actually shipped. The count that didn't ship is the suppression cost. For the ones that did, compare the original development estimate against the date it hit production, and the difference is what intake, review, security, and the release window cost you.

Which payment changes still need engineering after you move logic out of code?

Anything that changes the integration itself: a new gateway credential type, a new data field flowing into your systems, a change to how your application calls the API. Routing rules, retry conditions, 3DS thresholds, and failover behavior stop being code changes, because they become configuration on the workflow canvas.

Does editing payment rules outside application code widen PCI scope?

No. Cardholder data stays in the vault and never enters your environment, so a routing or retry edit doesn't pull card data into the change. Security review still exists as a discipline, but a threshold edit no longer triggers a scoping pass, a test window, and a remediation window.

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Written by

Mark John Hiemstra

Mark John Hiemstra is Senior Content Strategist at Spreedly, where he explores the forces shaping modern payments, from real-time economies and checkout performance to AI, trust, and the evolving global payments landscape. His work focuses on helping technical and business audiences understand how payment infrastructure, developer efficiency, and customer experience intersect in real-world commerce.

His writing blends market insight with clear storytelling, translating complex payment systems into ideas that feel tangible and actionable. He often examines how small points of friction create outsized business impact, how regional payment ecosystems reshape global strategy, and how emerging technologies are redefining the future of commerce.Mark John brings a sharp, curious perspective to complex topics and a deep interest in how technology reshapes systems and behavior. A writer by day and a reader by night, he is loathe to discuss himself in the third person, but can be persuaded to do so from time to time.

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