Workflow Automation

n8n182.6k★

N8n is the open source alternative to Zapier. It gives you a visual workflow builder where you drag nodes, connect them, and watch data flow through. Over 400 integrations built in. Self-hosting is free under a 'sustainable use' license (not fully open source, you can't resell it as a service). The cloud version starts at $24/mo. The self-hosted version has no feature restrictions, no execution limits, and no user limits. The catch: setting up n8n in Docker and keeping it running takes real skill. Updates can break workflows. The 'sustainable use' license means you can't build a competing automation platform on top of it. And while the visual builder is powerful, complex logic (loops, error handling, conditional branches) gets messy in a node graph. Sometimes a Python script is cleaner than 40 connected nodes.

Argo Workflows16.6k★

Argo Workflows orchestrates multi-step jobs on Kubernetes: data pipelines, CI/CD, ML training, batch processing, all defined as directed acyclic graphs in YAML. Each step in your workflow runs as a container on your cluster. You get parallelism, retries, conditionals, loops, and artifact passing between steps. The web UI shows you the DAG visually with real-time status. It's a CNCF graduated project, which means serious production adoption. Used by Intuit, Tesla, Google, and many others. Completely free. Apache 2.0 license. Akuity offers commercial support and Argo CD (related but separate) as a managed service, but Argo Workflows itself is free. Small teams already on Kubernetes who need workflow orchestration beyond simple CronJobs should look here. If you're NOT on Kubernetes, this isn't for you. The entire model assumes K8s. The catch: you need Kubernetes. That's a hard prerequisite. And YAML workflow definitions get painful fast for complex pipelines. The learning curve combines Kubernetes complexity with workflow engine complexity. Not for the faint of heart.