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Re:Computing shortest distances incrementally with Spark by bitL on Tuesday June 16, 2015 @06:59PM (#9729217)
Your 2nd link describes Pregel, Google's distributed graph database specifically built for these kinds of tasks.

They were using Map Reduce prior to that, but it was a cascading mess.

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