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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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Optimizing time series data streams with downsampling

In the previous recipe, we learned how ILM automates the process of moving older data to less expensive storage tiers, optimizing costs without affecting data availability. In this recipe, we will explore how to use downsampling to reduce the granularity of data by aggregating it over larger time intervals, leading to further cost savings in both storage and operational expenses.

Getting ready

Make sure you have completed the recipes in Chapter 10.

In this recipe, we will explore how to downsample metrics data.

How to do it…

In this recipe, you will learn how to configure downsampling with ILM policies, verify that downsampling is correctly triggered, and examine the effects of these operations on your data at the document level and in terms of overall data visualization:

  1. Go to Kibana | Stack Management | Index Lifecycle Policies, and type metric in the search bar. Then toggle on Include managed system...
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