This is a software system designed to quickly analyze massive amounts of incoming data. It lets users build custom data processing workflows using pre-made components, which then process the data stream through a complex network of computations. The system is specifically designed to ensure that each piece of data is processed reliably, exactly once, to draw real-time predictions or trigger actions.
Why it matters: The core concepts of distributed streaming analytics and exactly-once processing were challenging in 2019. Since then, the widespread adoption and maturity of cloud-native streaming platforms and open-source frameworks like Apache Flink have made building and operating such complex, high-reliability systems significantly more feasible and performant.
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