Swan Creek Township is one of the twelve townships of Fulton County, Ohio, United States. As of the 2020 census the population was 8,555. Much of the village of Swanton is located in northeastern Swan Creek Township, and part of the village of Delta is located in northwestern Swan Creek Township.