Woodbury is a town in Cannon County, Tennessee, United States. Woodbury is part of the Nashville Metropolitan Statistical Area and is located 55 miles southeast of downtown Nashville. The population of Woodbury was 2,680 at the 2010 census. It is the county seat of Cannon County.