Granite Falls is a city located in Yellow Medicine County, Minnesota. Granite Falls has a 2026 population of 2,678. It is also the county seat of Yellow Medicine County. Granite Falls is currently declining at a rate of -0.67% annually and its population has decreased by -2.08% since the most recent census, which recorded a population of 2,735 in 2020.