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Timelines at Scale - InfoQ
https://www.infoq.com/presentations/Twitter-Timeline-Scalability/
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Raffi Krikorian explains the architecture used by Twitter to deal with thousands of events per sec - tweets, social graph mutations, and direct messages-.