Coiled is a no-ops cloud compute platform for Python data engineers and scientists that hides all the Docker/Kubernetes headaches. You just sprinkle in a decorator or one line of code and voilà—your local scripts magically run across hundreds or thousands of machines, using pandas, NumPy, scikit-learn, PyTorch, Jupyter, VSCode or PyCharm just as you always have.
Best part? You only pay for the seconds your machines are actually crunching data (idle time = zero cost), and your entire local environment—packages, credentials, files—auto-syncs to the cloud, so you never wrestle with Docker builds or environment.yml hell again.
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