Officers were called to the apartment complex on Floradora Avenue and 9th Street just after 5 a.m.
Police say no one inside the unit was injured.
Investigators say it's the second time the apartment has been targeted in the last week.
A motive for the shooting has not been released and there's no description of a suspect. Roadways in the area are blocked off as officers continue to investigate.