L. lactis-GLP-1-DA@GN effectively treated T2DM by alleviating hyperglycemia and hyperlipidemia symptoms, restoring damage of major organs, and positively modulating gut microbiota due to the synergy of secreted GLP-1 and generated short-chain fatty acids.