A distributed cloud computing system is disclosed that includes a controller configured to manage a plurality of constructs, wherein a first subset are deployed in a first cloud computing network and a second subset are deployed in a second cloud computing network, and logic. The logic, upon execution by a processor, causes operations including receiving, from the controller, metadata pertaining to the plurality of constructs, receiving, from one or more gateways, network data associated with the one or more gateways, receiving network data, wherein the metadata and the network data identify each of the plurality of constructs, the communication paths between each construct, and in which cloud computing network each construct is deployed, deriving network traffic metrics from the metadata and the network data, generating a visualization illustrating the network traffic metrics, and causing rendering of the visualization on a display screen of a network device.