Overland Park Map. Overland Park is the second most populous city in the U.S. state of Kansas. Located in Johnson County, it is the largest suburb of Kansas City, Missouri, and is located adjacent to Olathe, Lenexa, Prairie Village and Leawood. As of the 2010 census, the city population was 173,372. The city traces its roots back to 1905, with ...Web