Internal and external communication is a key success factor for Industrial Data Science (IDS) projects. In particular, complex issues must be prepared and presented comprehensively. Visualization contributes to a uniform and deep understanding of data, processes, models, and results by all parties involved. This article shows the practical benefits of different visualisations for communication and documentation in the respective phases of IDS projects.