Shelbyville is a city in and the county seat of Bedford County, Tennessee. The town was laid out in 1810 and incorporated in 1819. Shelbyville had a population of 20,335 residents at the 2010 census. The town is a hub of the Tennessee Walking Horse industry and has been nicknamed "The Walking Horse Capital of the World".