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The Sentient Cloud: Architecting Autonomous Data Centers with AIOps and Azure
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- FormatePub
- ISBN978-1-972547-15-1
- EAN9781972547151
- Date de parution26/03/2026
- Protection num.pas de protection
- Infos supplémentairesepub
- ÉditeurGeh Press
Résumé
Cloud infrastructure is rapidly evolving from reactive monitoring systems to intelligent, self-healing, and autonomous ecosystems. As enterprises scale across hybrid and multi-cloud environments, traditional operations models are no longer sufficient. The future lies in AIOps-driven, data-centric, and fully automated cloud operations. This book presents a comprehensive roadmap to building autonomous cloud systems powered by artificial intelligence, telemetry analytics, and machine learning.
Beginning with the evolution of data center monitoring, the book introduces the concept of the Sentient Cloud-an infrastructure capable of understanding, predicting, and acting on operational data in real time. It explores the architectural foundations of autonomous data centers and the critical role of AIOps in transforming IT operations. Key insights include: Transitioning from reactive monitoring to intelligent, autonomous operations Designing architecture for autonomous data centers and hybrid cloud environments Understanding AIOps frameworks and operational data pipelines Applying machine learning for anomaly detection and predictive monitoring Leveraging telemetry analytics for real-time infrastructure intelligence Implementing automated remediation and self-healing systems Building intelligent monitoring systems using platforms like Microsoft Azure The book bridges the gap between cloud architecture, data engineering, and AI-driven operations, enabling organizations to move toward fully autonomous, self-optimizing infrastructure systems.
Ideal for: Cloud architects and platform engineers Site Reliability Engineers (SREs) DevOps and AIOps practitioners AI/ML engineers working on infrastructure systems Enterprise IT leaders and decision-makers This book equips readers with the frameworks and strategies needed to design and operate next-generation cloud ecosystems that are intelligent, resilient, and autonomous by design.
Beginning with the evolution of data center monitoring, the book introduces the concept of the Sentient Cloud-an infrastructure capable of understanding, predicting, and acting on operational data in real time. It explores the architectural foundations of autonomous data centers and the critical role of AIOps in transforming IT operations. Key insights include: Transitioning from reactive monitoring to intelligent, autonomous operations Designing architecture for autonomous data centers and hybrid cloud environments Understanding AIOps frameworks and operational data pipelines Applying machine learning for anomaly detection and predictive monitoring Leveraging telemetry analytics for real-time infrastructure intelligence Implementing automated remediation and self-healing systems Building intelligent monitoring systems using platforms like Microsoft Azure The book bridges the gap between cloud architecture, data engineering, and AI-driven operations, enabling organizations to move toward fully autonomous, self-optimizing infrastructure systems.
Ideal for: Cloud architects and platform engineers Site Reliability Engineers (SREs) DevOps and AIOps practitioners AI/ML engineers working on infrastructure systems Enterprise IT leaders and decision-makers This book equips readers with the frameworks and strategies needed to design and operate next-generation cloud ecosystems that are intelligent, resilient, and autonomous by design.
