Integrations
| Source | Connectors |
|---|---|
| Engineering | n8n webhooks, Gmail, LinkedIn, schedulers, Ollama local LLM, Python glue, client commercetools/KWH ops alerts |
n8n as the nervous system for modern ops
I design n8n workflow automation that connects APIs, schedulers, LLMs, and human dashboards — turning repetitive ops into reliable, observable pipelines.
Production workflows
Job hunt automation orchestrator
- 10-minute cron checks schedule windows → triggers full scrape/apply pipeline
- 15-minute Gmail sync for recruiter thread tracking
- Webhook auth via shared secrets (
x-webhook-secret) - Chains: LinkedIn discover → filter → Ollama tailor → Gmail send → Postgres track
Client & internal ops
- CRM ↔ commerce webhooks
- Alert routing to Slack/email on deployment or error thresholds
- Scheduled report generation and data sync jobs
- LLM-assisted content transforms with human approval nodes
Why n8n + code
| n8n handles | Code handles |
|---|---|
| Scheduling & retries | Business logic & validation |
| HTTP glue & branching | Auth, rate limits, schemas |
| Non-engineer visibility | Performance-critical paths |
LangGraph for reasoning; n8n for when and how jobs run — together they form a practical agentic ops stack.
Result
Repeatable automation that runs locally or in cloud, survives API changes through versioned workflows, and frees engineering time for product work.
