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Have you seen Frank McSherry's COST paper? (and follow ups) http://www.frankmcsherry.org/graph/scalability/cost/2015/01/...

Really fun reading on exactly this issue - definitely changed my view on Spark and compute clusters. People definitely don't realise just how powerful a modern computer is, and how far you can get on a single one.



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