Techniques for integrating a honey network with a target network environment (e.g., an enterprise network) to counter IP and peer-checking evasion techniques are disclosed. In some embodiments, a system for integrating a honey network with a target network environment includes a device profile data store that includes a plurality of attributes of each of a plurality of devices in the target network environment; a virtual clone manager executed on a processor that instantiates a virtual clone of one or more devices in the target network environment based on one or more attributes for a target device in the device profile data store; and a honey network policy that is configured to route an external network communication from the virtual clone for the target device in the honey network to an external device through the target network environment.