Gas, electric, and water metering systems are rapidly evolving into complex smart energy networks, driven by the need for more precise and timely information about energy usage and by new technologies that allow remote, two-way communication through the utility network, as far as the grid edge. Manufacturers building these communication networks need to select the right combination of data management software and the communication capabilities to accommodate it to turn their data-driven applications into embedded decision-making machines.