The calculated distance (air line) between Hsinchu and Taoyuan City is approximately 24 miles respectively 39 kilometers.
By car or train, the actual journey to Taoyuan City is certainly longer, as only the direct route (as the crow flies) between Hsinchu and Taoyuan City has been calculated here.
Air line (approximately)
39 kilometers
21 nautical miles