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Workflow Patterns for n8n

· One min read
Hariprasath Ravichandran
Senior Platform Engineer @ CData

Good workflow design makes automation robust and easy to evolve.

Resilience

  • Retries with jitter; dead-letter queues for failed jobs
  • Circuit breakers for flaky APIs; fallbacks and compensating actions

Modularity

  • Reusable subflows; shared credentials; clear input/output contracts
  • Config‑driven workflows for multi‑tenant variations

Performance

  • Batching, caching, pagination; avoid N+1 API calls
  • Concurrency caps to protect upstream systems

Observability

  • Structured logs, metrics, and traces
  • Test suites with sample payloads and golden outputs