Blue Hole Falls is a waterfall on High Shoals Creek in the High Shoals Scenic Area of the Chattahoochee National Forest in north Georgia, in Towns County near Helen. Reached from Indian Grave Gap Road and approached by the High Shoals Trail, it sits about a mile downhill from the trailhead, while the same trail continues to the larger High Shoals Creek Falls downstream. Near the latter part of the route, primitive campsites with fire rings stand beside the creek. At the falls, an observation deck overlooks water dropping into Blue Hole, a pool more than ten feet deep that is popular for summer swimming despite creek temperatures in the 40s Fahrenheit.