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Achieving precise delivery of extracellular vesicles (EVs) to treat pulmonary arterial hypertension (PAH) remains challenging. Here, we propose a strategy using hypoxia-induced and glucuronic acid (GA)-modified mesenchymal stromal-cell-derived EVs (MSC-EVs) to enhance their functionalities and therapeutic targeting. The hypoxia-induced EVs (Hypo-EVs) exhibit enriched exosomal signatures and display heightened inhibition of the proliferation of pulmonary arterial smooth muscle cells (PASMCs) compared to normoxic EVs (Norm-EV). We then modify Hypo-EVs by incorporating GA into their outer membrane, targeting glucose transporter-1 overexpressed on PASMCs. Our studies show that GA-EVs significantly enhance the therapeutic efficacy, both in vitroand in vivo, through improved targeted delivery to diseased PASMCs for improving vascular remodeling. Additionally, we identify miR-5119 involved in the PAH-associated calcium signaling pathway as a key contributor to GA-EVs’ superior effects. This work provides a promising strategy for PAH treatment and advances the clinical potential of MSC-EV-based therapies.