The calculated distance (air line) between Saitama and Kawagoe is approximately 10 miles respectively 15 kilometers.
By car or train, the actual journey to Kawagoe is certainly longer, as only the direct route (as the crow flies) between Saitama and Kawagoe has been calculated here.