The calculated distance (air line) between Colmenar Viejo and Latina is approximately 19 miles respectively 30 kilometers.
By car or train, the actual journey to Latina is certainly longer, as only the direct route (as the crow flies) between Colmenar Viejo and Latina has been calculated here.
Air line (approximately)
30 kilometers
16 nautical miles