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Re:Computing shortest distances incrementally with Spark by ignoramous on Wednesday June 17, 2015 @11:12PM (#9736646)
I guess Titan DB would fit the bill: http://thinkaurelius.github.io/titan/

Facebook has blogged about scaling Apache Giraph to insane number of Vertices/Edges.

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