ABSTRACT The growing global water crisis, driven by rising population and shrinking freshwater resources, calls for new and improved purification technologies. Polymeric membranes offer immense promise for potable water production but are often hampered by critical limitations: persistent fouling, chemical degradation, and the inherent selectivity–permeability trade‐off. This review highlights recent advances in modifying polyvinylidene fluoride (PVDF) membranes, with a focus on new strategies for achieving ultra‐pure water. PVDF serves a versatile role in membrane technology, serving as a support material, a blend matrix, or a platform for surface modifications. Its mechanical stability, chemical resistance, and tunable properties are key components in advanced membrane design. We discuss the transformative potential of integrating next‐generation nanomaterials. Novel insights are drawn from nanoparticle‐incorporated polyamide (PA) and interpenetrating polymeric network (IPN) membranes, which offer improved ion rejection and durability even in harsh, chlorine‐rich environments. The unprecedented molecular precision and exceptional compatibility of covalent organic frameworks (COFs) within the PA matrix are highlighted as a key enabler for superior selectivity and mechanical robustness. Furthermore, the review meticulously details how the unique lamellar structure and tunable nanochannels of two‐dimensional (2D) nanomaterials, notably graphene oxide (GO)‐based membranes, deliver outstanding antifouling properties and remarkable chlorine resistance without compromising vital water flux or rejection efficiency—a critical breakthrough that overcomes long‐standing performance limitations. This review uniquely consolidates diverse modification strategies, offering a rational design framework for next‐generation, multi‐functional GO‐based polymeric membranes. By dissecting the intricate interplay between material science and membrane performance, we aim to empower researchers to engineer membranes with unparalleled chemical resilience, superior structural stability, enhanced energy efficiency, and enduring long‐term performance, thereby securing a sustainable global water future.