Graph is a universal model in big data era and finds its wide applications in a variety of real world tasks. The recent emergence of big graphs, especially those with billion nodes, poses great challenges for the effective management or mining of these big graphs. In general, a distributed computing paradigm is necessary to overcome the billion-node graph challenges. In this article, we elabora...