This document reviews the parametric optimization of submerged arc welding (SAW), emphasizing the significance of process parameters such as arc current, voltage, and welding speed on weld bead geometry and quality. It discusses various studies that have employed different experimental designs and mathematical models to predict and optimize welding outcomes, revealing the sensitivity of bead width and penetration to specific parameters. Additionally, it highlights the importance of developing effective models for improved productivity and weld quality in industrial applications.