I'm a carpenter. I use Miller's dowels to connect the drawer sides to the front and back. They look sharp and I love the contrast when connecting light wood with walnut pegs or dark sides with maple pegs.
Pros
Mini step dowels are 1-5/8" long, 1/4" in diameter and designed for materials up to 3/4" thick