Gradient steady Ricci solitons are potential singularity models for the Ricci flow. Also, they are natural generalizations of Ricci-flat manifolds, hence share many interesting properties. In this talk I'll present some epsilon-rigidity results for noncompact Ricci-flat manifolds and the generalization to gradient steady Ricci solitons.