Confirming the incident on Friday morning, police spokesperson Captain Mavela Masondo said the three men were having a meeting when they were attacked on the corner of Bushveld and August streets.
All three men were certified as dead on the scene.
While police have started investigating the triple murder, it is believed that the shooting is linked to ongoing battles over taxi routes.
"We suspect this shooting is related to the ongoing taxi violence in the area," Masondo said.
News24
Taxis at Joubert park taxi rank in Johannesburg, South Africa, 1 June 2007. (Photo: Flickr/Media Cliub/Chris Kirchhoff)