The shooting happened on Northridge Road near Harbor Road in San Francisco's Hunter's Point neighborhood before 1 a.m.
The 32-year-old victim was expected to survive her injuries.
The suspect was described as a teenage male between the ages of 15 and 18.
Investigators say the woman didn't know the gunman.