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