In partitioning a graph database, a plurality of vertices of the graph database is assigned to a plurality of nodes. The vertices of the graph database are connected by edges that indicate relationships between the vertices. One or more abstract paths between one or more vertices of the graph database are identified. Each abstract path is weighted based on a likelihood of a database query following the abstract path. The vertices of the graph database are assigned to the nodes according to the abstract paths between the vertices.