n8n Development

Workflows that fail loudly, on purpose.

n8n is where we put GTM logic that must not break quietly: idempotent steps, explicit retries, a dead-letter queue and a log you can query when a number looks wrong.

Exported as JSON, kept in git, owned by a name — not by whoever built it last.

Build · Migrate · Maintain

n8n
Clay
Python
HubSpot
Slack
RevPack · one run, instrumented
Every step logged
Trigger
Webhook · cron
Idempotency key
Seen before?
Enrich · API call
Rate-limit aware
Retry 3× with backoff
Then dead letter
Dead letter queue
Alert to Slack
Upsert to CRM
No duplicates
Run log
Step · status · ms
JSON export · git
Named owner
Runbook
So the next person can change it without guessing
Silent failure is the only unacceptable failure
What we see in existing n8n instances

The tool is capable. The instance usually is not.

No error workflow

n8n gives you error workflows and nobody has configured one. Failures land in an execution list nobody opens.

Re-runs create duplicates

No idempotency key, so recovering from a failure quietly doubles records — the worst possible way to fix an outage.

One person owns everything

Credentials, hosting and logic live with a single builder. When they leave, the workflows become archaeology.

Self-hosted, unmaintained

A container on someone's VPS with no backups, no upgrade path and no monitoring. Cheap until the day it isn't.

What we actually build

Four n8n engagements, one delivery standard

Named owner, error path, versioned export, runbook, dashboard, recorded handover. Every time.

N-01 · Build

GTM workflows from scratch

Routing, scoring, dedupe, sync and signal collection — the logic that has to survive volume and vendor outages.

N-02 · Migration

Moving off Zapier or Make

Only the flows that justify it. We migrate what breaks or costs too much at volume and leave the rest alone. How we pick the tool.

N-03 · Hardening

Making an existing instance safe

Error workflows, idempotency keys, credential hygiene, backups and an upgrade path — usually the fastest win available.

N-04 · AI steps

LLM steps with a review queue

Drafting and classification inside a workflow, with typed outputs and a human gate on anything that leaves your domain. Signal Engine.

Cloud or self-hosted

A real decision, not a preference

Dimension
n8n Cloud
Self-hosted
Who keeps it running
n8n does
You do — needs a named owner
Cost at volume
Per-execution plans
Infrastructure only
Data residency
Vendor-managed regions
Fully your call
Upgrades and backups
Handled
Your runbook, your schedule
Our default recommendation
Start here unless residency or volume says otherwise
When you have ops capacity to own it
Source: RevPack deployment notes · plan limits re-checked per engagement
The honest version

Self-hosting saves licence cost and adds an operational job. If nobody on your team wants that job, cloud is cheaper in the only currency that matters.

Questions we get asked

n8n, answered.

Is n8n better than Zapier or Make?

For anything that must not fail silently, yes — it has retries, error workflows, code steps and a git-friendly export. For a two-app trigger that has worked for a year, no: moving it buys you nothing but a migration.

Do we need a developer to maintain it?

Not a developer, but you do need an owner. A RevOps person with a little training can maintain workflows we hand over documented; nobody can maintain forty undocumented ones.

Should we self-host?

Only if data residency requires it or execution volume makes cloud pricing uncomfortable — and only if someone will own upgrades, backups and monitoring. Otherwise cloud.

Can n8n replace Clay?

It can call providers directly, which is fine for one or two sources. Multi-provider waterfalls with measured hit rates are a lot of work to rebuild — that is what a dedicated enrichment layer is for.

What happens if you stop working with us?

You keep everything: workflows exported to JSON in your repository, credentials in your accounts, a runbook per workflow and a recorded handover. No lock-in, deliberately.

Next step

Show us the workflow that keeps breaking.

We will tell you whether it needs hardening, rebuilding or leaving alone — and what the error path should look like either way.

Audit deliverables · RP-N8N-01
Workflow inventory
D-01
Failure mode list
D-02
Hosting recommendation
D-03
Hardening order
D-04