By integrating structural insights, mechanistic studies, drug discovery efforts, and the challenges of developing ATAD2-targeted cancer therapies, this review emphasizes the need for further research to optimize ATAD2 inhibition strategies and explore its full therapeutic potential in oncology. Here, ATAD2 is linked to cancer.