There is a vast body of work on implementing anonymous communication. In this paper, we study the possibility of using anonymous communication as a building block, and show that one can leverage on anonymity in a variety of cryptographic contexts. Our results go in two directions. • Feasibility. We show that anonymous communication over insecure channels can be used to implement unconditionally secure point-to-point channels, and hence general multi-party protocols with unconditional security in the presence of an honest majority. In contrast, anonymity cannot be generally used to obtain unconditional security when there is no honest majority. • Efficiency. We show that anonymous channels can yield substantial efficiency improvements for several natural secure computation tasks. In particular, we present the first solution to the problem of private information retrieval (PIR) which can handle multiple users while being close to optimal with respect to both communication and com...