 This highway, which begins in Perry, Florida, connects the town of Rutherfordton to Jefferson.US 321 runs north from Hickory to Watauga and Avery Counties before going into Tennessee.A National Scenic Byway, the Blue Ridge Parkway, runs through western North Carolina, starting in Virginia and ending near the Great Smoky Mountains National Park.