Selecting the optimal drilling fluid is a crucial factor in ensuring successful and efficient well performance. Drilling fluids exhibit a range of characteristics that directly influence various aspects of the drilling process. These properties include flow behavior, density, filtration characteristics, lubricity, and stability. Understanding these