The calculated distance (air line) between Caledonia-Fairbank and Oakville is approximately 20 miles respectively 32 kilometers.
By car or train, the actual journey to Oakville is certainly longer, as only the direct route (as the crow flies) between Caledonia-Fairbank and Oakville has been calculated here.
Air line (approximately)
32 kilometers
17 nautical miles