10th Annual Taste of Hamburger Festival. The Hamburger Festival takes place in Hamburg, PA situated in the beautiful foothills of the Appalachian Mountains. In 2012, the Hamburg-er Festival drew over 30,000 people from all over the east coast. There were many stands for local community services, crafts and of course….the best hamburgers in the area.