Growing vegetation causes risks to overhead powerlines. Therefore vegetation needs to be cut in a corridor near these powerlines. We developed a solution to support the risk assessment and the planning of future clearings based on satellite images and helicopter based Lidar data. In this talk I will give an overview on the different data sources, the models and algorithms we apply and how we implemented the solution in Azure.