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Elastic Stack 8.x Cookbook

Elastic Stack 8.x Cookbook

By : Huage Chen, Yazid Akadiri
5 (3)
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Elastic Stack 8.x Cookbook

Elastic Stack 8.x Cookbook

5 (3)
By: Huage Chen, Yazid Akadiri

Overview of this book

Learn how to make the most of the Elastic Stack (ELK Stack) products—including Elasticsearch, Kibana, Elastic Agent, and Logstash—to take data reliably and securely from any source, in any format, and then search, analyze, and visualize it in real-time. This cookbook takes a practical approach to unlocking the full potential of Elastic Stack through detailed recipes step by step. Starting with installing and ingesting data using Elastic Agent and Beats, this book guides you through data transformation and enrichment with various Elastic components and explores the latest advancements in search applications, including semantic search and Generative AI. You'll then visualize and explore your data and create dashboards using Kibana. As you progress, you'll advance your skills with machine learning for data science, get to grips with natural language processing, and discover the power of vector search. The book covers Elastic Observability use cases for log, infrastructure, and synthetics monitoring, along with essential strategies for securing the Elastic Stack. Finally, you'll gain expertise in Elastic Stack operations to effectively monitor and manage your system.
Table of Contents (16 chapters)
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Detecting incidents with alerting and machine learning

In the previous recipes, we deployed the official OpenTelemetry Demo on GKE and collected different observability data from the application such as traces, metrics, logs, profiling, and Synthetics. In this recipe, we will discover how Elastic Observability can assist in detecting incidents in real time using its correlation capabilities, along with alerting and machine learning features within the Elastic Observability app.

Getting ready

Make sure that you have completed the previous four recipes:

  • Instrumenting and monitoring with OpenTelemetry
  • Monitoring Kubernetes environments with Elastic Agent
  • Managing synthetics monitoring
  • Gaining comprehensive system visibility with Elastic Universal Profiling

How to do it…

The goal of this recipe is to first set up alerting and machine learning jobs within the Elastic Observability app and simulate application incidents on the deployed official...

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