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  • Book Overview & Buying Observability in the AI-Native Era
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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

1

Observability: The Art of Turning Data into Insights

How can you prove the value of observability? It's not about capturing more data; it's about turning this data into information that allows your organization to make better-informed decisions about running your business more efficiently!

In this first chapter, we will give you an overview of everything we think you need to know about observability, including its history and how it has evolved from monitoring. We will discuss how to prove the value of observability and justify any investment into a modern observability strategy. We will also explain the importance of high-quality observability data as this is needed to successfully implement AIOps!

Be prepared to go on a journey through monitoring, learning how it has always helped IT operations to keep the lights on. You will learn how observability emerged from monitoring as we started to build more dynamic hybrid cloud-native distributed systems. Today, it's not just...

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Observability in the AI-Native Era
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