The calculated distance (air line) between Madrid and Valdemoro is approximately 16 miles respectively 25 kilometers.
By car or train, the actual journey to Valdemoro is certainly longer, as only the direct route (as the crow flies) between Madrid and Valdemoro has been calculated here.