Oral therapy for inflammatory bowel disease (IBD) requires drug formulations that can withstand gastrointestinal stress and achieve localized action at the inflamed mucosa, yet existing extracellular vesicles (EVs)-based or small-molecule approaches often fail due to poor stability and limited colonic delivery. This study aimed to develop a dual-coated oral delivery platform that enhances gastrointestinal stability and targeted drug release. We engineered macrophage-derived EVs sequentially coated with a cationic lipid and sodium alginate (SA) to encapsulate 5-aminosalicylic acid (5-ASA). This stepwise surface charge-switching strategy preserved EV identity, conferred resistance to acids and enzymes, and enabled delayed uncoating at colonic pH. In a gastrointestinal-mimicking Caco-2-THP-1 co-culture model, dual-coated EVs (DCEVs) exhibited enhanced epithelial uptake, transepithelial transport, and macrophage delivery compared to unmodified EVs. In a dextran sodium sulfate (DSS)-induced colitis model, 1,2-dioleoyl-3-trimethylammonium-propane (DOTAP) facilitated endosomal escape and SA enabled timed release, resulting in increased colonic exposure, significant recovery of colon length, restoration of intestinal tight junctions, suppression of pro-inflammatory cytokines, and increased IL-10 expression. Collectively, these results demonstrate that a sequential coating strategy can effectively integrate EV-mediated immunomodulation with pharmacologic therapy, providing a pH-stable oral EV platform for localized treatment of IBD.