If something is scarce, there is not enough of it. 短缺的
adjective [原级] 缺乏的,不足的;稀有的,少见的;故意缺席的
If you make yourself scarce, you quickly leave the place you are in, usually in order to avoid a difficult or embarrassing situation. 溜走