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