Smart Metering is an important step in the evolution of home automation. With comprehensive data gathering of smart metering systems, there is also demand for security. Furthermore, smart homes participate in the internet of everything, our highly interconnected world, which raises even more security challenges. In this work we present our work-in-progress on investigating security aspects of smart metering systems in smart homes.