Stop wrestling with Kubernetes! Coiled is a lightweight cloud compute platform made for Python data pros—no Docker or Kubernetes headaches, just a single decorator or line of code to scale your local scripts onto hundreds (even 1,000s) of machines. It plugs right into your favorite tools—pandas, NumPy, scikit-learn, PyTorch—and IDEs like Jupyter, VS Code, or PyCharm.Pay only for what you use: machines spin up when your job starts and shut down as soon as it’s done (a 5-minute run on 100 nodes can cost mere dollars). Plus, Coiled automatically syncs your local packages, files, and credentials to the cloud—goodbye Docker builds and environment.yml nightmares!