Spring Prairie Township is a township in Clay County, Minnesota, United States. The population was 364 at the 2000 census.Spring Prairie Township was named from its numerous streams. Spring Prairie Township is notable for being the home of an established Hutterite colony, called Spring Prairie Colony.