Stop Wrestling with Kubernetes—Meet Coiled

Say goodbye to Docker files and Kubernetes clusters: Coiled is a super-light cloud compute platform that lets you scale your Python data workflows across hundreds or even thousands of machines with a single decorator or one extra line of code. You keep coding in pandas, NumPy, scikit-learn, PyTorch—or whatever you already love—and stick with Jupyter, VS Code, or PyCharm. Nothing changes except the insane speedup.

Better yet, you only pay for the compute you actually use: machines spin up when your job starts and shut down the moment it’s done, so no wasted cloud dollars. Coiled even syncs your local packages, credentials, and files automatically, sparing you Docker builds and environment.yml nightmares.

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