Tulare police say it happened on South Santa Clara Street just before 6 pm.
Authorities say that there was a dark-colored car in the area just before the shooting with at least five people inside.
Police found two men suffering from gunshot wounds. They were taken to a hospital for treatment.
Detectives are still investigating what exactly led up to the shooting.