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We presented GraphBuilder - Scalable Graph Construction using Hadoop at Strata Conference + Hadoop World in NYC, Oct 24, 2012. This talk introduced graph-based data mining and structured machine learning techniques, need for distributed computing to process large graphs, and system-level challenges involved in that. Described how GraphBuilder addresses the ingress related graph ETL challenges to achieve balanced system utilization during graph computation.