Chocolatey is a robust package manager primarily for Windows, offering strong dependency management and a GUI, making it suitable for enterprise environments. Scoop, on the other hand, is lightweight and focuses on portable applications, offering cross-platform compatibility and ease of use, but lacks some advanced features found in Chocolatey.