Stop Fighting with Kubernetes! Scale Python with Coiled

Coiled is a lightweight cloud compute platform built just for Python data engineers and scientists—no more wrestling with Docker or Kubernetes. Your code stays almost identical to what you run locally: just slap on a decorator (or one extra line) and voilà, you’re running on hundreds or even thousands of machines.

It plugs right into your favorite tools (pandas, NumPy, scikit-learn, PyTorch, Jupyter, VSCode, PyCharm) and spins machines up only when you need them, so you pay by the minute. Plus, it automatically syncs your local packages, credentials, and files to the cloud—no more Docker builds or environment nightmares.

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