The gunfire erupted just before 2:30 a.m. Friday on the 5000 block of Leiper Street.
Police said the 30-year-old victim ran to a nearby 7-Eleven for help, but later died at the hospital.
Detective believe the shooting may have been drug-related.
They are still searching for the killer.