Current research indicates a strong association between inflammation and the development of overactive bladder (OAB). This study aims to explore the correlation between five inflammatory indices—Neutrophil/Lymphocyte Ratio (NLR), Platelet/Lymphocyte Ratio (PLR), Lymphocyte/Monocyte Ratio (LMR), Albumin × Lymphocyte/(CRP × 10) (CALLY), and Systemic Immune-Inflammation Index (SII)—and OAB. We analyzed data from 12,689 participants from 2005 to 2010, defining OAB by nocturia and urgent urinary incontinence. Logistic regression models, Receiver Operating Characteristic (ROC) curves, restricted cubic splines (RCS), and subgroup analyses were utilized to assess the relationship between the five inflammatory indices and OAB. Results indicate that all selected inflammatory indices reflect the inflammation levels in OAB patients, with NLR showing outstanding predictive performance and a significant positive correlation with OAB risk. Higher NLR values are associated with increased likelihood of OAB (OR=1.356, 95% CI=1.241-1.483, P<0.001), and incidence rises with increasing quartiles. This study reveals the correlation between the five inflammatory indices and OAB, suggesting that NLR could serve as a safe, effective, and independent predictive indicator compared to other inflammatory markers. This finding underscores the potential role of NLR as a clinical tool for identifying individuals at risk for OAB.