“…Traditional methods such as gravity separation, electro-flocculation, bioremediation, demulsification, air flotation, adsorption, coagulation and flocculation, coalescence, centrifugation, and oil skimming have been used. , However, these approaches have limitations such as low separation efficiency (SE ff ), high costs of operation and maintenance, and the production of secondary pollutants, especially when treating different immiscible oil/water emulsions. ,, In this regard, polymeric membrane separation technology is considered the most effective method for separating oily wastewater, due to its inexpensiveness, high separation efficiency, and convenience of use. , Several polymeric membranes, including polyvinylidene fluoride (PVDF), polyacrylonitrile (PAN), polyurethane (PUR), polysulfone (PSU), and polytetrafluoroethylene (PTFE), have been developed for this purpose. , Among these, PVDF-based nanofibrous membranes play a crucial role, providing a strong and stable foundation for the membrane’s structure and performance. ,, PVDF is chosen for its remarkable chemical resistance, mechanical strength, and thermal stability, making it an ideal material for membrane applications. , The fabrication of PVDF nanofibrous membranes typically involves electrospinning (e-spinning), a technique that uses high voltage to create nanoscale fibers from a polymer solution. , This technique offers numerous advantages in the fabrication of PVDF nanofibrous membranes. It facilitates the creation of ultrafine fibers with a large surface area and enables precise control over morphology and pore structure of the fibers, enabling customization of pore size, porosity, and interconnectivity. , Additionally, the uniform distribution of fibers enhances the membranes’ mechanical strength and stability, providing opportunities for further enhancements in performance through modifications. ,, Despite the advantages of polymeric nanofibrous membrane separation technology, traditional membranes with single wettability face significant challenges in effectively separating complex oil–water emulsions. , Most superwetting membranes with singular wettability are only effective to separate specific oil or water mixtures . Such membranes are known as “oil-removing” or “water-removing” membranes. , This restriction significantly limits the real-world implementation of membranes in complicated wastewater treatment processes.…”