These lectures relates to applications of methods of the modern theory of integrable systems to geodesic flows on Riemannian manifolds. We expose some basics of methods developed for integrating geodesic flows, topological obstructions to integrability in terms of tame (in particular, real analytic) integrals of motion and some recent results on flows which are completely integrable only by means of wild smooth integrals of motion.