The calculated distance (air line) between Gioia del Colle and Taranto is approximately 29 miles respectively 46 kilometers.
By car or train, the actual journey to Taranto is certainly longer, as only the direct route (as the crow flies) between Gioia del Colle and Taranto has been calculated here.
Air line (approximately)
46 kilometers
25 nautical miles