GraphFrames
Scalable
Fully distributed algorithms. GraphFrames scales as well as your Spark Cluster is scaling
Property Graphs Model
Support flexible definition of property graphs with groups and support graphs with multiple kind of vertices and edges
Feature reach
A lot of ready to use graph algorithms, like PageRank and Label Propagation