Avalanche forecasting is currently done by human experts, but the overall avalanche activity of a specific region is often unknown even though this information is very important to deliver accurate predictions. In this project we combine data from satellites together with machine learning algorithms to provide insights on avalanche activities all over the Austrian Alpine region.