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