Friction Stir Processing was successfully performed in GMAW T-fillet welds of AA5083-H111. The post processing alters mechanical properties of GMAW welds. Friction Stir Processing promotes grain refinement and removal of weld defects. Friction Stir Processing promotes fatigue strength improvement for R = 0 and R = −1.