This document discusses using the Taguchi method to optimize the manufacturing process of high density polyethylene (HDPE) pipes. The goal is to maximize tensile strength and quality while reducing defects like low strength, eccentric thickness, cracks and diameter variation. Four key extrusion parameters were identified: extrusion pressure, melting temperature, winding speed, and extrusion speed. Experiments were conducted using an L9 orthogonal array, and the results were analyzed in Minitab to determine the optimal settings for each parameter. Melting temperature was found to have the greatest impact on tensile strength. The optimized parameters reduced defects and improved productivity at an HDPE pipe manufacturing company in India.