Methods and apparatus for proxying of devices and services using overlay networks. The lamp is switched on and off via a radio signal andor a light beam of an infrared diode received by a sensor. The item data is automatically determined to the irregular, based on the item price-based value associated with the item and the category-specific threshold price-based value for the first category of the plurality of categories supported by the network-based computer system.