This narrative review evaluates three-dimensional (3D) cell culture platforms as physiologically relevant alternatives to conventional 2D and animal models for diabetes research. The central conclusion is that 3D models, such as organoids and organ-on-chip systems, improve the study of β-cell biology and drug discovery by better replicating human tissue microenvironments.