Turbine: Facebook’s service management platform for stream processing

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Introduced Turbine, a scalable service management platform for Facebook's stream processing service. Turbine bridges the gap between general-purpose cluster management frameworks and stream processing requirements, featuring a fast task scheduler, an efficient predictive autoscaler, and a fault-tolerant update mechanism. It manages tens of thousands of machines and thousands of streaming pipelines, processing hundreds of gigabytes of data per second in real-time, balancing workload fluctuations, predicting load spikes, and completing high-scale updates efficiently.