Technologies are provided for distributed network management. An access-point computing device is configured to receive commands that target network devices in different computer networks. When a command is received, the access-point device determines which network is targeted by the command and stores the command in a queue associated with that network. Other computing devices are configured to access the multiple computer networks and to execute commands that target devices in the multiple networks. These other computing devices can be configured to transmit requests for commands to the access-point device. When such a request is received, the access-point device determines which network the request is for, retrieves a command from the queue associated with the computer network, and transmits the command to the requestor. The requestor, upon receipt of the command, executes the command against network device(s) in the computer network and transmits any result back to the first computing device.