Coiled is a super-lightweight cloud compute platform built for Python data engineers and scientists so you can finally forget about Docker and Kubernetes. With just one decorator (or line of code), your local scripts magically scale to hundreds or thousands of machines—no infra management required.You keep using pandas, NumPy, scikit-learn, PyTorch and your favorite IDE (Jupyter, VS Code, PyCharm) exactly as you do now. Machines auto-spin up at job start, shut down when you’re done (no idle costs), and your entire environment (packages, creds, files) is automatically synced—goodbye Docker builds and YAML nightmares!