A scaleable network monitoring system is discussed. The network monitoring system identifies network monitoring information for the network elements being monitored. By storing only a non-redundant subset of the identified network information in memory, the network monitoring system is able to monitor a much larger group of network elements than is possible with conventional monitoring systems which are burdened by memory constraints. The scaleable network monitoring system also employs a multi-threaded architecture that dynamically spawns an array of multi-technology monitoring sub-systems.