We significantly extend the research on graph analytics and the development of the distributed open-source system GRADOOP. We develop new indexing and graph summarization techniques and apply selectivity-enhancing mechanisms known from graph databases. Advanced representation learning in Knowledge Graphs will be integrated into the PyKEEN framework, and we explore knowledge-based methods for rich graph models.