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