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Stage 06 / 07·Modernization

Modernize the automations your business has outgrown.

The system still runs. The architecture, platform, or original design no longer matches the volume, cost, or reliability you need. We modernize what you have — preserving what already works — instead of rebuilding everything from memory.

Has your automation stack outgrown the way it was originally built?

This is a standalone service. You do not need to start at Diagnose or buy the rest of the lifecycle.

Is this where you are?

If several of these sound like your operation, this is the right service — even if you never hired us for an earlier stage.

  • Zapier cost has increased with volume, and the task count is the product now.
  • Dozens of Zaps or Make scenarios have become difficult to understand.
  • Make scenarios have grown into fragile monoliths.
  • The original builder is gone and the workflows have little documentation.
  • Business volume has increased past what the original design assumed.
  • You now need queues, a database, or more robust infrastructure than a spreadsheet.
  • Multiple automations duplicate the same logic.
  • An API integration would now be preferable to the workaround that got you here.
  • The team wants to migrate to n8n or custom infrastructure.
  • AI needs to be incorporated into an existing workflow, not bolted on as a chat window.
  • The current system works but is expensive or difficult to maintain.

What we actually do

We audit what is running, preserve the behaviour that already works, redesign the parts that cannot scale, migrate when a platform change is justified, validate the new system, cut over deliberately, and leave you with something monitorable. Upgrade is not a synonym for “rebuild everything.”

How an upgrade engagement runs

Audit → Preserve → Redesign → Migrate → Validate → Cutover → Monitor

  1. 01Audit
  2. 02Preserve
  3. 03Redesign
  4. 04Migrate
  5. 05Validate
  6. 06Cutover
  7. 07Monitor
  1. 01

    Audit

    Inventory what is actually running, what it costs, and which parts the business still depends on.

  2. 02

    Preserve

    Name the behaviour that must survive. Upgrade should not mean losing working edge cases because nobody wrote them down.

  3. 03

    Redesign

    Replace the fragile structure — monoliths, duplicated logic, polling where a webhook exists — with something maintainable.

  4. 04

    Migrate

    Move logic to the target platform or architecture when that is the point of the work.

  5. 05

    Validate

    Test the new system against the behaviour you meant to keep, including the ugly cases.

  6. 06

    Cutover

    Switch deliberately. Keep the old path available until the new one is proven, when that reduces risk.

  7. 07

    Monitor

    Watch the new system after cutover. An upgrade that nobody observes is just a more expensive launch.

Common upgrade triggers

  • Zapier cost has increased with volume.
  • Dozens of Zaps have become difficult to understand.
  • Make scenarios have grown into fragile monoliths.
  • The original builder is gone.
  • Workflows have little documentation.
  • Business volume has increased.
  • The company now needs queues, databases, or more robust infrastructure.
  • Multiple automations duplicate the same logic.
  • An API integration would now be preferable to a workaround.
  • The team wants to migrate to n8n or custom infrastructure.
  • AI features need to be incorporated into an existing workflow.
  • The current system works but is expensive or difficult to maintain.

What we examine before changing anything

The first job is understanding the live system, not drawing a greenfield architecture on a blank canvas.

  • Running workflows

    What is live, dormant, or duplicated.

  • Cost and volume

    Task counts, execution time, and platform spend.

  • Coupling

    What breaks if one scenario or Zap is touched.

  • Data stores

    Sheets used as databases, and when that has to end.

  • Workarounds

    Polling, scraping, and glue that an API should replace.

  • Ownership and docs

    Whether anyone can change this after we leave.

  • Failure history

    The incidents that already taught you the weak points.

  • Target platform fit

    Whether n8n, Make, or custom infrastructure actually helps.

What you walk away with

Depending on scope, deliverables may include:

  • Current-state inventory and constraints
  • Migration or modernization plan
  • Redesigned architecture
  • Migrated or rebuilt workflows
  • Validation and cutover plan
  • Documentation of the new system
  • Recommendations for Monitor & Support after cutover

Modernization is a set of possible jobs, not one rewrite

An upgrade engagement might include one of these, or several, depending on what the audit finds:

  • Zapier → Make

    When you need more scenario structure without leaving the no-code world.

  • Zapier → n8n

    When volume, logic, or hosting control has outgrown per-task pricing.

  • Make → n8n

    When monolith scenarios need modules, code, or self-hosting.

  • Spreadsheet → database

    When the sheet has become the system of record and cannot stay that.

  • Fragile scenario → modular architecture

    Same platform, better structure: subworkflows, shared logic, named ownership.

  • Manual polling → webhooks

    Stop asking “any news?” every five minutes if the system can push.

  • Unmanaged scripts → maintainable services

    The Google Apps Script nobody wants to open, turned into something you can change.

  • Cost and reliability work

    Queues, retries, and execution hygiene without a platform change.

What a successful upgrade changes

  • Lower platform cost when volume had become the pricing problem.
  • A structure someone other than the original builder can change.
  • Fewer duplicated workflows doing the same job slightly differently.
  • Room to grow without adding another brittle scenario.
  • Reliability and observability that match the business dependence on the system.

Migrations we actually do

We work across Zapier, Make, n8n, databases, and custom services. The destination is chosen for the process — including staying put and cleaning up, when that is the cheaper honest option. REST APIs, webhooks, and custom JavaScript or Python sit alongside these when a platform is not enough.

Hire any stage on its own

The lifecycle is how automation work is organized — not a mandatory sales funnel. Start at the stage that matches the problem in front of you.

Before an automation exists

DiagnoseDesignBuildTestingMonitor

Should we? How should it work? Implement it. Can we trust it? Who keeps it healthy?

When automation already exists

Testing independent review · Monitor retainer · Repair something is broken · Upgrade it still runs, but you have outgrown it

Looking for the complete delivery methodology instead? See How We Work.

Upgrade FAQ

Can you migrate from Zapier to n8n?
Yes. Zapier to n8n, Zapier to Make, and Make to n8n are ordinary upgrade paths. We migrate the logic rather than rebuilding from a vague recollection of what the old Zaps did.
Do you rebuild everything from scratch?
Not if the current behaviour is worth keeping. We preserve what works and replace the parts that cannot scale. A full rebuild is a decision, not a default.
How do you avoid downtime?
Where risk is high, the old and new paths run until the new one is proven. Not every upgrade needs a dual run; we will say when a cutover window is enough and when it is not.
When is Repair enough instead of Upgrade?
When the architecture is still sound and a specific failure can be fixed. When you are paying to patch the same design every month, Upgrade is usually the cheaper conversation.
Can you add AI to an existing workflow?
Yes, when it belongs inside the process — classification, extraction, drafting — with human review where a wrong answer is expensive. AI is not a reason to throw away a working integration layer.
What if documentation is missing?
Then the audit takes longer, because we have to learn the live behaviour from executions, naming, and the people who still remember it. Missing docs are a reason to upgrade carefully, not a reason to skip the audit.

Has the stack outgrown the original build?

Tell us what is running, what it costs, and what you can no longer change safely. We will recommend modernization — or tell you if Repair is still the right spend.