Biological plausibility suggests that fluoroquinolones may lead to mitral valve regurgitation or aortic valve regurgitation (MR/AR) through a collagen degradation pathway. However, available real‐world studies were limited and yielded inconsistent findings. We estimated the risk of MR/AR associated with fluoroquinolones compared with other antibiotics with similar indications in a population‐based cohort study. We identified adult patients who initiated fluoroquinolones or comparison antibiotics from the nationwide Taiwanese claims database. Patients were followed for up to 60 days after cohort entry. Cox regression models were used to estimate hazard ratios (HRs) and 95% confidence intervals (CIs) of MR/AR comparing fluoroquinolones to comparison antibiotics after 1:1 propensity score (PS) matching. All analyses were conducted by type of fluoroquinolone (fluoroquinolones as a class, respiratory fluoroquinolones, and non‐respiratory fluoroquinolones) and comparison antibiotic (amoxicillin/clavulanate or ampicillin/sulbactam, extended‐spectrum cephalosporins). Among 6,649,284 eligible patients, the crude incidence rates of MR/AR ranged from 1.44 to 4.99 per 1,000 person‐years across different types of fluoroquinolones and comparison antibiotics. However, fluoroquinolone use was not associated with an increased risk in each pairwise PS‐matched comparison. HRs were 1.00 (95% CI, 0.89–1.11) for fluoroquinolones as a class, 0.96 (95% CI, 0.83–1.12) for respiratory fluoroquinolones, and 0.87 (95% CI, 0.75–1.01) for non‐respiratory fluoroquinolones, compared with amoxicillin/clavulanate or ampicillin/sulbactam. Results were similar when fluoroquinolones were compared with extended‐spectrum cephalosporins (HRs of 0.96, 95% CI, 0.82–1.12, HR, 1.05, 95% CI, 0.86–1.28, and HR, 0.88, 95% CI, 0.75–1.03, respectively). This large‐scale cohort study did not find a higher risk of MR/AR with different types of fluoroquinolones in the adult population.