Coiled is the “set-it-and-forget-it” cloud platform that lets Python data folks skip all the Docker and Kubernetes drama—just slap on a decorator or add one line and you’re scaling your local code across hundreds (or thousands) of machines in minutes.It plugs right into your favorite tools (pandas, NumPy, scikit-learn, PyTorch, Jupyter, VS Code, PyCharm), spins up VMs only when your job runs (no idle fees), and automatically syncs your environment, files, and credentials—so you can focus on data, not DevOps.