Stop fighting with Kubernetes—Coiled is a lightweight cloud compute platform that lets Python data engineers and scientists scale to thousands of machines with almost zero infra management. Just add a decorator or a single line of code to your existing scripts, and Coiled handles all the Docker/Kubernetes setup for you. It “just works” with pandas, NumPy, scikit-learn, PyTorch, Jupyter, VSCode, PyCharm—whatever tools you already love.
You pay only for the time your jobs run—machines spin up on demand and shut down immediately when work is done, so no more idle-time costs. Plus, Coiled automatically syncs your local packages, credentials, and files to the cloud, sparing you the pain of Docker builds and environment.yml headaches.
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