Following the MultipleClassifierSystem(MCS) paradigm, we combine the output of individual HMMs to arrive at the final decision, which provides better accuracy and lower false alarms. The system is intended to work at the database firewall layer, therefore it can protect multiple web applications hosted on a shared server.