Cannon County is a county located in the U.S. state of Tennessee. As of the 2020 census, the population was 14,506. Its county seat is Woodbury. Cannon County is part of the Nashville–Davidson–Murfreesboro–Franklin, TN Metropolitan Statistical Area.