The calculated distance (air line) between Valdepeñas and Madrid is approximately 116 miles respectively 186 kilometers.
By car or train, the actual journey to Madrid is certainly longer, as only the direct route (as the crow flies) between Valdepeñas and Madrid has been calculated here.
Air line (approximately)
186 kilometers
100 nautical miles