if i am recalling correctly i think they kinda growl because a zoo i once visited we could feed them and they made strange noises other than that i have never heard them make a specific noise
I spent an hour at Henry Vilas Zoo on Sunday,waiting for my son to take photos of 3 giraffes. They uttered not a sound. Thanks @rangerr. Now I can tell the grandkids.