Cedar Bluff is a town in Cherokee County, Alabama, United States. At the 2010 census the population was 1,820. Unlike the rest of the county, Cedar Bluff is a wet town. Cedar Bluff is located on the north shore of Weiss Lake, noted for its crappie fishing.