This document reviews various methodologies for shaft failure analysis, focusing on fatigue failures caused by cyclic loads in shafts used in applications such as overhead cranes. It examines different failure mechanisms, including corrosion and overload, and discusses the importance of understanding failure modes to prevent future occurrences. Additionally, the paper outlines tools and theoretical approaches used in failure analysis to identify root causes and improve shaft performance.