Abstract: Embodiments are directed to monitoring network traffic in a network. A network monitoring engine may monitor networks to collect characteristics associated with network flows. The network monitoring engine may be arranged to identify entities on the network based on characteristics associated with the network flows. The network monitoring engine may provide entity profiles based on the identified entities and the characteristics. A configuration management engine may compare the entity profiles with configuration item (CI) entries in a database. The configuration management engine may provide discrepancy notices based on differences discovered during the comparison. Accordingly, the network monitoring engine may execute one or more policies to perform one or more additional actions based on the one or more discrepancies notices. Also, the configuration management engine may perform audits of an organization's information technology infrastructure to identify one or more violations of compliance policies.