Ji-Soo Jang, Lea R Winter, Changwoo Kim, John D. Fortner, and Menachem Elimelech discuss the underlying gas separation mechanisms for different types of membrane overlayers, including graphene oxide, metal-organic frameworks, and metal oxides, as well as their integration with sensing materials.