I follow traditional methods: frames are assembled with mortises & tenons, drawers with dovetails.
Drawer bottoms and cabinet backs are in solid wood (usually pine, cedar or lime).
Finishes are either Tung oil or Danish oil (followed by bee wax), or shellac (French polish)