The calculated distance (air line) between Fuencarral-El Pardo and Villaverde is approximately 10 miles respectively 17 kilometers.
By car or train, the actual journey to Villaverde is certainly longer, as only the direct route (as the crow flies) between Fuencarral-El Pardo and Villaverde has been calculated here.
Air line (approximately)
17 kilometers
9 nautical miles