Define
We agree on the trigger, business rules, source of truth, outputs, and failure conditions.
N8N AUTOMATION ENGINEERING
n8n workflows built to survive real operations.
I design, build, and deploy n8n automations that connect business tools, APIs, databases, documents, and AI services—with the validation and recovery paths production work needs.
For teams that have a repeatable workflow to automate, an existing n8n setup that has become fragile, or several systems that need to exchange data reliably.
Discuss an n8n workflowWhat the workflow is designed to deliver
Reliable triggers, data validation, retries, and exception handling instead of a happy-path demo.
Clear separation between automated steps and actions that require human confirmation.
Traceable runs and useful alerts so failures can be diagnosed without guessing.
A workflow that can grow without turning into one unmaintainable canvas.
Typical n8n work
CRM, WhatsApp, Telegram, email, spreadsheet, and database workflows
REST API, webhook, OAuth, and custom service integrations
AI classification, extraction, summarization, and tool-calling steps
Queues, rate limits, idempotency, retries, and duplicate prevention
Self-hosted Docker deployment, secrets handling, logging, and handover
A strong fit when
A team repeats the same multi-step task every day.
An existing workflow fails silently or creates duplicates.
Several APIs must be coordinated in the right order.
You need more control than a basic no-code automation can provide.
From workflow idea to production
Connect
Credentials, APIs, webhooks, schemas, and test data are connected safely.
Harden
The workflow is tested for duplicates, partial failures, bad input, limits, and recovery.
Deploy
It is shipped with monitoring, documentation, and ownership of the operating environment.
Documented project
n8n work in production
Delivery Operations and Order Recovery
One system runs the delivery cycle, understands Iraqi WhatsApp messages and addresses, and turns a failed order into a replacement opportunity instead of a loss.
Explore the case studyInvoice Processing and Financial Records
Send an invoice image or PDF through Telegram; the system extracts and validates the data, prevents duplicates, and stores a searchable financial record.
Explore the case studyAI Customer Verification and Onboarding
A guided onboarding system that checks civil IDs, verifies existing users by OTP, and routes blocked, existing, or new accounts through the right next step.
Explore the case studyn8n automation questions
Can you improve an existing n8n workflow?
Yes. I can audit its structure, credentials, failure modes, execution history, data contracts, and operating cost before rebuilding only what needs to change.
Do you self-host n8n?
Yes. When self-hosting fits the requirements, I can deploy n8n with Docker and configure the surrounding database, secrets, backups, and monitoring.
Can n8n connect to a tool without a built-in node?
Usually yes. A custom HTTP API, webhook, database connection, or small supporting service can bridge tools that do not have a native node.
Can AI be added to the workflow?
Yes, when the step benefits from language or document understanding. Deterministic rules and validation remain around the AI step so the overall workflow stays controlled.
Bring the workflow, even if it is still messy.
Share the trigger, tools, volume, and current failure point. I will help turn it into a buildable automation scope.
Discuss an n8n workflow