I know this sounds silly but what can and can't I have on a Dairy free diet?

Obviously I know no milk, youghurt, cheese etc, but where is there "hidden" dairy and what should I look for on labels etc??

I have been told there is milk products in bread???? Does anyone know if this is true? Any help with what to eat would be greatly appreciated....