The calculated distance (air line) between Madrid and Villaviciosa de Odón is approximately 11 miles respectively 18 kilometers.
By car or train, the actual journey to Villaviciosa de Odón is certainly longer, as only the direct route (as the crow flies) between Madrid and Villaviciosa de Odón has been calculated here.
Air line (approximately)
18 kilometers
10 nautical miles