A method includes obtaining network data. The data includes a first portion of the network data obtained from a first network device of at least two network devices, and a second portion of the network data obtained from a second network device of the at least two network devices. The method also includes obtaining, using the network data, enhanced network data that indicates a presence of a network flaw of the network, the network flaw is not indicated by either of the first portion or the second portion in isolation from the other portion. The method further includes performing a network enhancement action set using the enhanced network data to remediate the network flaw.