This document presents a finite element analysis study of rail joint bars to estimate their fatigue life under dynamic loading conditions. The authors developed a 3D model incorporating various rail joint components and applied static and dynamic loads to assess stress and durability, adhering to Indian Railways standards. Results indicate that the finite element model offers insights into two-axis bending stresses, surpassing traditional engineering estimates for evaluating fatigue life in rail joint systems.