Granite Falls is a town located in Caldwell County, North Carolina. Granite Falls has a 2026 population of 4,942. Granite Falls is currently growing at a rate of 0.16% annually and its population has increased by 0.14% since the most recent census, which recorded a population of 4,935 in 2020.