Stop wrestling with Kubernetes and scale your Python code to hundreds or thousands of machines in a snap. Coiled is a lightweight cloud compute platform for data engineers and scientists: just add one decorator or line of code, keep using pandas, NumPy, scikit-learn, PyTorch and your favorite IDE, and watch it auto-magically distribute your workload.Pay only for what you run—machines spin up at job start and shut down when you’re done—while Coiled quietly syncs your local packages, credentials and files so you never deal with Docker builds or environment.yml headaches again.