Exactly our thought! The whole Jenkins Pipeline is around the notion that your job definition should be version controlled (and you don't necessarily have to lose GUI, see our "blue ocean pipeline editor" that now comes out of the box.

Then the newest kid on the block is https://github.com/jenkinsci/configuration-as-code-plugin, which I referred to in my doc.