Not sure which season (probably 1st), I have seen a white walker riding on a dead horse, so we can safely assume the White Walkers can raise dead animals also.
However, what about the giants? I am thinking about this scenario: giant fighting along (alive) humans and got killed by wights or a White Walker. After this happens can he be raised and fight for the other side?
Reference from books is also fine.