The calculated distance (air line) between Johannesburg and Tembisa is approximately 18 miles respectively 29 kilometers.
By car or train, the actual journey to Tembisa is certainly longer, as only the direct route (as the crow flies) between Johannesburg and Tembisa has been calculated here.
Air line (approximately)
29 kilometers
16 nautical miles