Often mispronounced by visitors Olathe (pronounced o lay' tha) is the Shawnee Indian word for "beautiful". It’s located 20 miles southwest of downtown Kansas City, along the historic Oregon-California and Santa Fe Trails. Olathe is home to an excellent education system, beautiful parks and great shopping and dining!