The calculated distance (air line) between Caulfield and Ballarat is approximately 68 miles respectively 109 kilometers.
By car or train, the actual journey to Ballarat is certainly longer, as only the direct route (as the crow flies) between Caulfield and Ballarat has been calculated here.