Chronic rhinosinusitis with nasal polyps (CRSwNP) is characterized by persistent type 2 inflammation as its core pathological feature, with a high postoperative recurrence rate, highlighting an urgent clinical need for convenient and non?invasive inflammatory assessment tools. Basophils play a pivotal role in the pathogenesis and progression of CRSwNP through both IgE?dependent and IgE?independent pathways. Recent studies have demonstrated that peripheral blood composite inflammatory ratios based on basophils are associated with inflammatory endotypes, disease severity, and postoperative recurrence risk in CRSwNP, showing promise as non?invasive biomarkers. This review summarizes the molecular mechanisms of the basophil?IgE axis and systematically evaluates the clinical evidence for these ratios, aiming to provide a reference for postoperative recurrence prediction and personalized management of CRSwNP.