Stop wrestling with Kubernetes Coiled is your new best friend for scaling Python workloads—no Dockerfiles, no Kubernetes configs, just one decorator (or line) and voilà, you’re running on hundreds of cloud machines while still using pandas, NumPy, scikit-learn or PyTorch in Jupyter, VSCode or PyCharm.Machines spin up when your job starts, then shut down the second it’s done—no idle costs. Plus, your local packages, credentials and files get auto-synced to the cloud, so you skip the Docker builds and dependency nightmares.