🔀 n8n

6 guides covering common problems, patterns, and production issues in n8n.

n8n is an open-source workflow automation platform with 400+ integrations, a visual node-based editor, and native AI agent nodes. Self-hostable via Docker or available as n8n Cloud, it bridges no-code automation with full developer extensibility through JavaScript and Python code nodes.

  • 400+ built-in integrations across APIs, databases, and SaaS tools
  • AI Agent nodes with tool use, memory, and sub-agent support
  • Code nodes in JavaScript and Python for custom logic
  • Sub-workflows for modular and reusable agent components
  • Self-host via Docker or use n8n Cloud
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n8n March 30, 2026 5 min

n8n Multi-Agent Architecture: Which Pattern Should You Actually Use?

A decision guide to sub-workflows, AI Agent Tool nodes, and Execute Workflow -- and when each one makes sense.

n8n March 30, 2026 3 min

Your n8n RAG Chatbot Works in Demo. Here's What Changes in Production.

The Simple Vector Store is fine for prototypes. This guide covers what you actually need: persistent stores, dynamic updates, and hybrid search.

n8n April 08, 2026 4 min

n8n and MCP: Using the Model Context Protocol to Supercharge Your Workflows

n8n already has 400+ native integrations. MCP (Model Context Protocol, introduced by Anthropic in late 2024) adds a different kind of integration: a standardised protocol that lets AI agents discover ...

n8n April 08, 2026 2 min

n8n Webhook Security: Validating Signatures and Blocking Unauthorised Requests

By default, an n8n webhook URL is publicly accessible to anyone who knows the path. If you are triggering workflows that send emails, update databases, or call APIs on behalf of users, an unauthentica...

n8n April 08, 2026 3 min

The True Cost of Self-Hosting n8n in 2026

n8n Cloud starts at €24/month for 2,500 workflow executions (Starter), €60/month for 10,000 executions (Pro), and €800/month for 40,000 executions with SSO (Business) — updated 2026 pricing. As of Apr...

n8n August 04, 2026 5 min

n8n in Production: Scaling with Queue Mode, Workers, and Concurrency

How to move n8n off a single process and onto a horizontally scalable, Redis-backed execution fleet.

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