- it doesn't provide a single file for a full project with all dependencies.
- it requires internet access on the target machine to install things.
- it can't give you access to underlying API for things like wsgi.
- it requires pipx on the target machine.
- it requires a wheels made from a build, which many projects don't have (such as a lot of web projects).