The calculated distance (air line) between Alcobendas and Villa de Vallecas is approximately 13 miles respectively 20 kilometers.
By car or train, the actual journey to Villa de Vallecas is certainly longer, as only the direct route (as the crow flies) between Alcobendas and Villa de Vallecas has been calculated here.
Air line (approximately)
20 kilometers
11 nautical miles