The best of shopping in Hawaii is often found in small boutiques scattered over the entire island.  They are not always easy to find and are ever-changing, but if you keep looking or even asking locals, you will find them.

The tourist shops are plentiful and right along the shoreline in both Kona and Hilo.  If you are with a tour company typically they will take you to these shops.