There are very few things easy enough I make them from scratch, but simple yellow cake is one of them.

Short of really crappy "just add water" mixes, the process of making up the mix is literally 90% of the work of making it from scratch. It's kind of like bread machine mixes for plain white bread, where the mix literally saves you only measuring out a little bit of salt and flour.