Kansas National Guard Armory Olathe is a military located in Johnson County, Kansas. It appears on the Ocheltree USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,033.57 feet (315.03 m) above sea level. The nearest populated place is Olathe, approximately 1.8 miles to the NE.