The calculated distance (air line) between Saitama and Fujinomiya is approximately 75 miles respectively 121 kilometers.
By car or train, the actual journey to Fujinomiya is certainly longer, as only the direct route (as the crow flies) between Saitama and Fujinomiya has been calculated here.
Air line (approximately)
121 kilometers
66 nautical miles