Scale Python to Thousands of Machines—No Kubernetes Required!

Coiled is a super‐light cloud compute platform built for Python data pros: no Docker or Kubernetes headaches, just slap on a decorator or tweak one line and your local code runs across hundreds of machines. It plays nicely with pandas, NumPy, scikit‐learn, PyTorch, Jupyter, VS Code, PyCharm—you name it, nothing changes in your workflow.

You only pay for what you use—machines boot when your job starts and shut down when it’s done, so a five-minute job on 100 machines might cost you only a few dollars. Plus, Coiled automatically syncs your local packages, credentials, and files to the cloud—no Docker builds or environment.yml fuss.

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