Background: Pharmacologic therapies to prevent decompensation in cirrhosis remain limited. Aim: To evaluate the association between aspirin use and cirrhosis‐related outcomes and mortality. Methods: This retrospective cohort study utilized deidentified electronic health records from a global federated network (January 2013–July 2025). Adults with cirrhosis without decompensation in the preceding 12 months and without prior HCC were included. Following 1:1 propensity score matching, outcomes were assessed at 12, 24, and 36 months. The primary outcome was a composite of cirrhosis‐related decompensation (ascites, spontaneous bacterial peritonitis, variceal bleeding, hepatorenal syndrome, encephalopathy). Secondary outcomes included hepatocellular carcinoma (HCC), mortality, and gastrointestinal bleeding. Results: Among 458 165 patients, matching yielded 25 782 patients (12 891 per group; mean age 63.3 years). Aspirin was associated with a lower risk of the composite outcome at 12 (HR, 0.75; 95% CI, 0.67–0.83), 24 (HR, 0.76; 95% CI, 0.70–0.84), and 36 months (HR, 0.77; 95% CI, 0.68–0.84), driven by reduced variceal bleeding, spontaneous bacterial peritonitis, and ascites. Absolute risks were 17.8% vs. 22.7% at 12 months, 20.4% vs. 24.7% at 24 months, and 22.0% vs. 25.7% at 36 months. At 12 months, the NNT was 21 for the composite outcome and 20 for mortality. Despite an increased risk of nonvariceal bleeding (NNH 143 at 12 months), serving as a positive control outcome, aspirin demonstrated a net clinical benefit, with more pronounced benefits in high cardiovascular risk patients ( p interaction < 0.05). Conclusions: Aspirin use is associated with reduced cirrhosis complications, HCC, and mortality, suggesting a potential role in the management of compensated cirrhosis.