This review critically explores the mechanistic connections between obesity and T2DM, with a focus on recent advances in pharmacological therapies—such as GLP-1 receptor agonists, SGLT2 inhibitors, and dual GIP/GLP-1 receptor agonists—alongside evidence-based lifestyle modifications and bariatric procedures. This evidence concerns the gene GIP and obesity disorder.