A functional limit theorem is proved establishing weak convergence of random walks generated by compound doubly stochastic Poisson processes to Levy processes in the Skorokhod space. As corollaries, theorems are proved on convergence of random walks with jumps having finite variances to Levy processes with mixed normal distributions, and in particular, to stable Levy processes. (C) 2013 Elsevier B.V. All rights reserved.