Stop wrestling with Kubernetes—Coiled gives Python data engineers and scientists a 5-minute setup to scale code across thousands of machines. No Docker files, no YAML configs—just add a decorator, hit run, and watch hundreds of cloud workers spin up and tear down, so you only pay for what you use.
Everything else stays the same: pandas, NumPy, scikit-learn, PyTorch, Jupyter or VS Code, plus automatic syncing of your local environment and credentials. It’s like your laptop in the cloud, but pocket-sized and infinitely scalable.
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