We consider discrete β-ensembles, as introduced by Borodin, Gorin and Guionnet in (Publications mathématiques de l’IHÉS 125, 1–78, 2017). Under general assumptions, we establish a large deviation principle for the empirical (or spectral) measures corresponding to these models. Our results apply cases when potential of model depends on number particles, and/or has slow growth near infinity, lead...