Dowels sound good to me, especially if the piece isn't structural. If
you're using a doweling jig, I'd recommend using it in the same
orientation with each piece, because the hole might not be exactly
centered. Did that make sense? Sorry - hard to describe. Do a trial
run on scrap and you'll be fine.
Andy