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I've read that Giraph is a graph analysis framework, but is it anyway possible to add, remove or update the nodes & edges of the graph loaded in memory by Giraph?

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Yes, Giraph provides APIs to add/remove vertex/edge into/from the underlying graph while the computation are running.