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Talkat Scale By the Bay 2017 · 2017-11-16..11-18· [databases]
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Works at DataStax and describes concrete engineering pain: integrating TinkerPop/Cassandra distributions and subtle distribution differences that break pipelines. Calls out a specific Spark scaling issue — Spark shuffle behavior forces teams to define number of partitions before running large queries, causing failures at scale. Predicts IoT explosion where current aggregation hides detail but machine learning demands raw IoT data, creating storage and query bottlenecks that projects must solve.

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