I extensively use nix-shell if that falls under ad-hoc package management. Together with lorri[0], I can place a `shell.nix` in my project repository and when cd'ing into the folder, I will be dropped in a shell with all project specific dependencies available to me.
[0]: https://github.com/nix-community/lorri