Stop Wrestling with Kubernetes—Meet Coiled! Coiled is a lightweight cloud compute platform built just for Python data engineers and scientists. No more Docker or Kubernetes headaches: you write your code locally, add a single decorator or line, and—boom—you’re running on hundreds (even thousands) of machines in the cloud.It plays nice with your usual tools (pandas, NumPy, scikit-learn, PyTorch, Jupyter, VSCode, PyCharm) and spins machines up and down on demand so you only pay for what you actually use. Plus, it automatically syncs your local packages, credentials, and files—no more wrestling with environment.yml or Docker builds!