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

Tired of wrestling with Docker, YAML and Kubernetes just to run a simple Python job? Coiled is a lightweight cloud compute platform built for data engineers and scientists—add one decorator or line to your code and suddenly you’re spinning up hundreds (or thousands) of machines using the same pandas, NumPy, scikit-learn or PyTorch you already know.

Best part? You only pay for the compute you actually use—jobs start instant-on and shut off when done—plus Coiled automatically syncs your local packages, credentials and files to the cloud, so you can say goodbye to environment.yml nightmares and Docker builds.

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