Yes, the Smoky Mountains do experience snowfall, particularly from late fall through early spring. The higher elevations can receive up to two feet of snow in a single storm. However, it's important to note that weather conditions can vary greatly throughout the park due to differences in elevation. Thus, always check the weather forecast and prepare appropriately before planning a visit.