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I just use Nix for this. The nice thing with it is it's uniform and you can manage versions for any language.

I am working on building VirtualBox appliances based off of NixOS. Nix makes me feel dumb.

It makes you feel dumb until you keep plugging away and suddenly you can use it and you're not sure why it's all making sense

I love everything about what Nix is achieving, and have a lot of problems with how it achieves it.