I use a Guix manifest for every project, which describes what dev tools and dependencies I want. When I enter a directory the shell automatically evaluates the manifest and all my tools are ready.

With tooling for deployment I prefer to heed an adaptation of Greenspun's Tenth Rule. Neither Guix nor Nix are really all that "complex" from a user's perspective.