Operational Intelligence: A Cognitive AIOps Framework for Outage Management
Format:
Hardcover
En stock
1.16 kg
Sí
Nuevo
Amazon
USA
- Operational Intelligence A Cognitive AIOps Framework for Outage ManagementModern cloud systems are vast, distributed, and deeply interdependent. When failures occur, they rarely remain isolated. They propagate across services, regions, and infrastructure layers—triggering alert storms, fragmented ownership, and escalating operational risk. Traditional monitoring and automation tools provide visibility and scripts. But they do not provide structured reasoning under uncertainty.Operational Intelligence introduces a new discipline: cognitive AIOps for outage management.This book presents a generalized, production-ready framework for building intelligent outage management systems that move beyond correlation into structured triage, causal inference, risk modeling, and governed automation. It integrates scalable pipelines, semantic retrieval, dependency graphs, similarity modeling, predictive risk indices, mitigation sequencing, and confidence-gated decision orchestration into a unified architecture.Inside, you will learn how to:Design scalable, event-driven AIOps pipelines that withstand incident surgesCorrelate alert storms into structured issue clustersModel service dependencies and reconstruct failure propagation pathsApply causal reasoning to move from pattern matching to explanationPredict blast radius and estimate impact before escalationEnable intelligent routing, action recommendation, and bounded automationImplement governance, transparency, and confidence-aware controlsIntegrate continuous learning and risk prevention into the same architectural fabricRather than focusing on isolated algorithms, this book provides a complete systems blueprint—bridging distributed systems engineering, machine learning, reliability principles, and operational governance.For architects, SRE leaders, cloud platform engineers, AI practitioners, and technical decision-makers, Operational Intelligence serves as both a strategic vision and a practical guide. It transforms outage management from reactive troubleshooting into a structured, measurable, and continuously improving intelligence system.Because reliability is no longer just about uptime. It is about disciplined reasoning under pressure.
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