While Flatpak, Snap, and AppImage are designed to distribute and run applications across different Linux distributions in a more straightforward manner, tools like Distrobox and Toolbox offer a more flexible and integrated approach to running software from different distributions. They allow developers to create isolated environments for testing new software or libraries without affecting their main development setup.