Stop wrestling with Kubernetes and scale Python with a single decorator! Coiled is a lightweight cloud compute platform built just for Python data engineers and scientists—no more Docker or Kubernetes headaches. You write code almost exactly as you do locally, hit one line of “go big,” and suddenly you’re running on hundreds or even thousands of machines.
It hooks seamlessly into your favorite tools—pandas, NumPy, scikit-learn, PyTorch, Jupyter, VS Code, PyCharm—so nothing changes in your workflow. You pay only for the compute time you use (a quick 5-minute job on 100 machines can cost just a few bucks), and your entire local environment—packages, credentials, files—auto-syncs to the cloud without any Docker builds or environment.yml nightmares.
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