The study endeavors to elucidate AE signals associated with zanubrutinib data from the WHO-VigiAccess and FAERS databases. The aim is to furnish robust scientific evidence to inform clinical practice and regulatory decisions. We meticulously extracted all AE breports tied to zanubrutinib from the both databases, encompassing the period from the drug's market introduction until 30 April 2024. Retrospective quantitative analysis employing ROR, PRR, and BCPNN methodologies were utilized to analysis. The investigation unveiled 1,304 reports from WHO-VigiAccess and 1,141 reports from FAERS related to zanubrutinib. Among the top 30 reported PTs in both databases, those not recorded in the drug label included pyrexia, dizziness, and death. In the FAERS database, signals for zanubrutinib were detected across 19 SOCs. Systems not covered in the drug label included reproductive system and breast disorders, metabolism and nutrition disorders, ear and labyrinth disorders, among others. Unmentioned signals included intestinal perforation, onychoclasis, night sweats, etc. This study confirms common AEs of zanubrutinib and identifies new ones, highlighting the need for careful monitoring and personalized treatment. It also emphasizes the importance of ongoing drug safety surveillance and patient management to maximize therapeutic benefits and minimize risks.