Given a class of conformally compact Einstein manifolds with boundary, we are interested to study the compactness of the class under some local and non-local boundary constraints. I will report some joint work with Yuxin Ge and some recent improvements under discussion also with Jie Qing of the problem on the 3+1 setting.