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The recurring nature of the computation on the same steam opens up surprisingly signi\ufb01cant opportunities for achieving better performance and higher resource utilization.<\/p>\n<\/div>\n<p><!-- .asset-content --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We introduce the new Wave model for exposing the temporal relationship among the queries in data-intensive distributed computing. The model de\ufb01nes the notion of query series to capture the recurrent nature of batched computation on periodically updated input streams. This seemingly simple concept captures a signi\ufb01cant portion of the queries we observed in a production 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