Bromodomains, epigenetic "readers" of acetylated lysine marks, represent promising therapeutic targets. The clinical limitations of BET inhibitors, together with growing insights into the distinct functions of non-BET members (e.g., ATAD2, CBP/p300, and BRD7/9), highlight the importance of pursuing their pharmacological potential. This Perspective examines recent medicinal chemistry advances in the development of non-BET bromodomain inhibitors, focusing on structure-guided strategies to address selectivity challenges within conserved KAc-binding pockets. Key topics include: (1) the structural and functional diversity of non-BET bromodomains in oncology, inflammation, and metabolic diseases; (2) innovative design strategies, such as allosteric covalent modulation and the development of PROTACs and other heterobifunctional molecules; and (3) preclinical/clinical progress of leads targeting CBP/p300, BRD7/9, and SMARCA2/4. Pharmacokinetic challenges (e.g., blood-brain barrier penetration, tissue-specific delivery) and opportunities in AI-driven discovery and nonepigenetic synergies are evaluated. By integrating mechanistic insights with medicinal chemistry breakthroughs, this Perspective aims to inform the rational development of selective non-BET bromodomain modulators with enhanced therapeutic potential.