The calculated distance (air line) between Milton Keynes and Olney is approximately 8 miles respectively 13 kilometers.
By car or train, the actual journey to Olney is certainly longer, as only the direct route (as the crow flies) between Milton Keynes and Olney has been calculated here.
Air line (approximately)
13 kilometers
7 nautical miles