Realizing direct band gap quantum dots working within the deep-ultraviolet frequency is highly desired for electrooptical and biomedical applications while remaining challenging. In this work, we combine first-principles many-body perturbation theory and effective Hamiltonian approximation to propose the realization of arrays of deep-ultraviolet excitonic quantum dots in twisted bilayer hexagonal boron nitride. The effective quantum confinement of excitons can reach ∼400 meV within small twisting angles, which is about four times larger than those observed in twisted semiconducting transition metal dichalcogenides. Especially because of enhanced electron−hole attraction, those excitons will accumulate via the so-called exciton funnel effect to the direct band gap regime, giving the possibility to better luminescence performance and manipulating coherent arrays of deep-ultraviolet quantum dots.