The calculated distance (air line) between Caulfield North and Berwick is approximately 21 miles respectively 34 kilometers.
By car or train, the actual journey to Berwick is certainly longer, as only the direct route (as the crow flies) between Caulfield North and Berwick has been calculated here.
Air line (approximately)
34 kilometers
18 nautical miles