This document reviews the optimization of friction stir welding (FSW) parameters using Taguchi method and response surface methodology to enhance the quality of welded joints. It highlights critical parameters such as tool rotational speed, welding speed, axial force, and tool pin profile, showing how their optimization can lead to improved tensile strength in welded materials like aluminum alloys and high-density polyethylene. The study concludes that these optimization methods provide empirical relationships and can significantly reduce experimental time and costs in achieving desired welding outcomes.