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Explore cutting-edge techniques in automated system performance analysis through this 35-minute conference talk from DevConf.CZ 2024. Delve into the complex world of computing system efficiency as speaker Nathan Scott presents recent research on dynamic ensemble approaches, statistical methods, causal inference, anomaly detection, and explainable AI techniques. Gain insights into how these advanced methodologies enable human analysts to rapidly process vast amounts of data, leading to improved real-time understanding of performance contributors. Learn how this innovative approach enhances system optimization and root cause analysis, ultimately advancing the field of system performance analysis.