Traceroute in a dense VXLAN network

Systems, methods and non-transitory computer-readable storage media for determining interconnectivity in dense networks. The method includes generating, at a first network device in a data network, a traceroute packet that includes source and destination address information. The packet is encapsulated in an outer packet, and the encapsulated packet is forwarded to a second network device and to one or more intermediate network devices in the data network. A response packet is received from the second network device and each of the intermediate network devices that received the traceroute packet. The first network device determines, based on the responsive packets, an end-to-end path taken by the traceroute packet through the data network.