In one aspect, a system for intelligent monitoring of a network device in a monitored environment includes a processor; a memory; and one or more modules stored in the memory and executable by a processor to perform operations including: capture network device application data for monitored application, capture network device resource data, generate model for transmitting performance data with minimum overhead based on captured network device resource data, and transmit data based on the model.