This research explores recent advancements in membrane materials and technologies designed to enhance the performance and efficiency of membranes in water treatment processes. It focuses on innovations such as nanomaterial integration, advanced polymer membranes, anti-fouling surface modifications, and novel fabrication techniques. The study aims to evaluate how these developments address key challenges like permeability, selectivity, durability, and energy consumption, contributing to more sustainable and effective water purification systems