Diabetes represents a global health crisis that necessitates advancements in prevention, treatment, and management. Beyond glucose regulation, addressing weight management and associated complications is imperative. This study introduces an oral nanoparticle formulation designed to simultaneously control blood glucose, obesity, and metabolic dysfunction. These nanoparticles, based on poly (zwitterion-cholic acid), incorporate a polyzwitterion component to enhance permeation through the mucus layer and prolong drug residence. Furthermore, bile acid polymers not only regulate lipid metabolism but also ameliorate obesity-associated inflammation in adipose and liver tissues. In vivo experiments demonstrated significant hypoglycemic effects in healthy, type I diabetic, and type II diabetic mice. Notably, the nanocarriers significantly reduced body weight gain, ameliorated inflammation in adipose and liver tissues, and modulated lipid metabolism in the liver of db/db mice. Our study elucidates a comprehensive strategy for addressing glycemic control and diabetes-related complications, offering a promising approach for diabetes prevention and treatment.