Developed a general methodology to combine electro-thermal-structural finite element simulation, design of experiments, response surface method, random field expansion and Monte Carlo technique to simulate the residual stress during the manufacturing process. The results were integrated into a strain-based probabilistic fatigue life prediction model to analyze the reliability variation of spot-weld components.