Police say shots rang out just before 9:30 Wednesday night in the area of 73rd Avenue and International Boulevard. That's about five blocks from the Oakland Coliseum.
Video from the scene shows bullet holes in a grey car.
Police say the woman and her unborn baby are stable.
There is no word on any suspects or arrests.