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Tal Heuberger
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n8n Workflow Patterns

The five architectural patterns real n8n automations are built from — webhook, HTTP/API, database, AI-agent, and scheduled — each with the node chain and when to reach for it.

  • automation
  • n8n
  • workflows
  • agents

A field guide to the five patterns that nearly every useful n8n workflow is a variation of: webhook processing, HTTP/API integration, database operations, AI-agent workflows, and scheduled tasks.

Instead of a node reference, this is architecture — for each pattern you get the canonical node chain (e.g. Webhook → Validate → Transform → Respond), a plain-English "use this when…", and the failure modes to guard against. It's the map that stops you from wiring a fragile one-off when a proven shape already exists.

How to use: open README.md for the pattern-selection guide, then read the pattern file that matches your automation. Each pattern file is standalone — skim the one you need. Bring it to Claude/Cursor as context when you ask an agent to build a workflow.