For my first scientific article, in 2007, I created a Subversion repo with a Makefile. Running `make` would recreate the whole paper: downloading data, running analyses, creating pictures (color or BW, depending on an environment flag) and generating the PDF.

I'm going to try to find the repo and see if it still works.