I live in a pretty populated with two small (like 20ft x 20ft) patches of woods. I just go out there with a slingshot and some marbles (deadly combination). So far I've only killed a chipmunk and a rabbit (head shot from 3 feet) w/that wrist rocket though.

Have to be careful about the neighbors though.