Stop Fighting with Kubernetes! Scale Python to 1000s of Machines with Coiled

Tired of wrestling with Docker and Kubernetes? Coiled is a lightweight cloud compute platform made just for Python data engineers and scientists. With a single decorator or line of code, you can scale your local scripts to hundreds of machines without changing your favorite tools—think pandas, NumPy, scikit-learn, PyTorch, or your go-to IDE.

You only pay for what you use: machines spin up when your job starts and shut down immediately after, so a 5-minute run on 100 nodes could cost just a few dollars. Plus, Coiled automatically syncs your local environment—packages, credentials, and files—eliminating Docker builds and environment headaches.

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