In this paper we introduce JANUS, a framework for scalable, secure and efficient routing for hybrid cellular and Wi-Fi networks. JANUS uses a scalable routing algorithm with multiple channel access, for improved network throughput. In addition, it provides protection against selfish nodes through a secure crediting protocol and protection against malicious nodes through secure route establishment and data forwarding mechanisms. We evaluate JANUS experimentally and show that its performance is 85% of the optimum algorithm, improving with a factor greater than 50% over previous work. We evaluate the security overhead of JANUS against two type of attacks: less aggressive, but sufficient for some applications, selfish attacks, and purely malicious attacks.