The present review will discuss the molecular and cellular features of beta cell heterogeneity at both the single-cell and islet level, explore how this influences islet function and insulin release and look into the alterations that may occur during obesity and T2DM. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.