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Observability in the AI-Native Era

Observability in the AI-Native Era

By : Hilliary Lipsig, Andreas Grabner, Robert Rati
4.5 (2)
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Observability in the AI-Native Era

Observability in the AI-Native Era

4.5 (2)
By: Hilliary Lipsig, Andreas Grabner, Robert Rati

Overview of this book

Observability is mandatory for building and operating cloud-native distributed systems. Tools like OpenTelemetry have standardized how observability data is sourced, and AI now transforms how we extract value from the vast amounts of observability data generated by modern systems. This book guides you in implementing scalable observability, improving engineering efficiency with AI, and integrating observability throughout the Software Development Lifecycle (SDLC) via modern self-service internal developer platforms. You'll start with observability basics and learn how AIOps enhances signal correlation, anomaly detection, and root-cause analysis. Using real-world examples, the book demonstrates how to implement AIOps, build proactive detection pipelines, and automate diagnostics and remediation. You'll explore best practices for expanding observability using OpenTelemetry, Prometheus, Grafana, Dynatrace, Datadog, and New Relic alongside machine learning models, ensuring your systems are accurate, efficient, and secure. You'll also learn how to benchmark, measure, and secure your AIOps implementation, and gain a practical understanding of software compliance and how it applies to your systems. By the end of this book, you'll be ready to design and deliver AIOps-enabled observability solutions that make cloud-native systems more resilient, efficient, and secure.
Table of Contents (17 chapters)
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1
Part 1: From Monitoring via Observability to AIOps
6
Part 2: Expanding Left: Moving AIOps into Platform Engineering
10
Part 3: From AI Assistants to Self-Driving Architectures
15
Other Books You May Enjoy
16
Index

3

From Observability to AIOps and the Use Cases it Solves Today

"How do we set up 10,000 custom Service-Level Objective (SLO) alerts for our critical Tier 1 API endpoints? How do I create dashboards for my top 100 applications?" Those are common questions that we hear from engineers and application owners. Those questions come up when they try to apply the same monitoring mindset, they used 10–20 years ago: handcrafting dashboards and custom alerts for a small number of critical systems. But the world has changed. This approach is not scalable in today's ever-growing dynamic hybrid cloud infrastructure, with new applications, services, and features being developed, deployed, and released daily.

In this chapter, you will learn why we, the authors, would respond to these questions with: "I understand where this requirement comes from! You are responsible for ensuring the health, availability, and resiliency of your digital services as they are business-critical...

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Observability in the AI-Native Era
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