All-inorganic lead halide perovskites have become promising alternatives to traditional semiconductor electrochemiluminescence (ECL) emitters because of their appealing optoelectronic attributes, but major challenges remain in improving their stability and enhancing charge injection/transfer capacities. Herein, a self-sustaining suprastructure was constructed by successively loading aminated carbon dots (NCDs) and CsPbBr perovskite quantum dots (PeQDs) in situ into hierarchical zeolite imidazole framework-8 (HZIF-8). The elaborated architecture guarantees not only improved stability via the peripheral HZIF-8 protective barrier but also accelerated charge transport and efficient self-enhanced ECL between PeQDs and the surrounding NCDs in a confined structure. As a result, the ternary nanocomposite is endowed with greatly improved stability and ECL efficiency. Based on this ternary nanocomposite as an electrode substrate, a novel ECL sensing strategy is further proposed for the first time to evaluate T4 polynucleotide kinase activity and screen its inhibitors. This work opens an avenue for the advancement of perovskite-based ECL emitters as well as the development of corresponding applications in the ECL domain.