You could just make dadoes and rabbets with glue and staples. If you run a complete back, it will help keep the cabinet square.
You are, of course, correct. I don't yet have much (any) experience cutting rabbits or dadoes, I'm afraid. I'm not saying it's beyond my ability to try and do so ... just letting you know that I am very much a beginner at this point in time - and I was thinking that, perhaps, dowel and/or biscuit joinery (with glue of course) might be a bit less intimidating for this novice box/cabinet-stand maker.
Of course, I will eventually need to learn to make rabbits and dadoes anyway - and I do have a decent Craftsman router at my disposal.
Just working on easing into things as I go, learn and build my skills, ya know?
:sweatdrop: