The calculated distance (air line) between Miraflores de la Sierra and Madrid is approximately 28 miles respectively 45 kilometers.
By car or train, the actual journey to Madrid is certainly longer, as only the direct route (as the crow flies) between Miraflores de la Sierra and Madrid has been calculated here.
Air line (approximately)
45 kilometers
24 nautical miles