Endovascular aneurysm repair (EVAR) plays a crucial role in the treatment of abdominal aortic aneurysm (AAA) in the clinic, but the aneurysm remains in the patient's body after surgery, continuing to pose a risk of progression. Cycloastragenol (CAG) is proven to be an effective anti‐AAA drug, and its vascular protective effects can be further improved when the hydrophobic CAG is encapsulated into nano‐sized formulations to enhance its bioavailability. In this context, this study developed an extravascular patch hydrogel loaded with CAG nanostructured lipid carriers and a hydrophilic drug of doxycycline hydrochloride (DOX). The extravascular patch delivered onto the mouse abdominal aortas can promote local permeation of hydrophilic/hydrophobic drugs at the vessel sites and provide effective vascular protection against AAA injury induced by elastase. This study introduces a novel and promising approach for AAA treatment, which can serve as a supplementary strategy after EVAR surgery.