The efficient performance of polyvinylidene fluoride (PVDF) membranes in membrane bioreactors (MBRs) is crucial for achieving high-quality effluent and robust treatment processes. This evaluation focuses on investigating the key factors influencing PVDF membrane efficiency, including fouling characteristics, flux decline, and microbial community dy