Elastic Stack 8.x Cookbook: Over 80 recipes to perform ingestion, search, visualization, and monitoring for actionable insights

Chen, Huage, Akadiri, Yazid, Banon, Shay

  • 出版商: Packt Publishing
  • 出版日期: 2024-06-28
  • 售價: $2,080
  • 貴賓價: 9.5$1,976
  • 語言: 英文
  • 頁數: 688
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1837634297
  • ISBN-13: 9781837634293
  • 海外代購書籍(需單獨結帳)

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商品描述

Unlock the full potential of Elastic Stack for search, analytics, security, and observability and manage substantial data workloads in both on-premise and cloud environments

Key Features:

- Explore the diverse capabilities of the Elastic Stack through a comprehensive set of recipes

- Build search applications, analyze your data, and observe cloud-native applications

- Harness powerful machine learning and AI features to create data science and search applications

- Purchase of the print or Kindle book includes a free PDF eBook

Book Description:

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.

What You Will Learn:

- Discover techniques for collecting data from diverse sources

- Visualize data and create dashboards using Kibana to extract business insights

- Explore machine learning, vector search, and AI capabilities of Elastic Stack

- Handle data transformation and data formatting

- Build search solutions from the ingested data

- Leverage data science tools for in-depth data exploration

- Monitor and manage your system with Elastic Stack

Who this book is for:

This book is for Elastic Stack users, developers, observability practitioners, and data professionals ranging from beginner to expert level. If you're a developer, you'll benefit from the easy-to-follow recipes for using APIs and features to build powerful applications, and if you're an observability practitioner, this book will help you with use cases covering APM, Kubernetes, and cloud monitoring. For data engineers and AI enthusiasts, the book covers dedicated recipes on vector search and machine learning. No prior knowledge of the Elastic Stack is required.

Table of Content

- Getting Started - Installing the Elastic Stack

- Ingesting General Content Data

- Building Search Applications

- Timestamped Data Ingestion

- Transform Data

- Visualize and Explore Data

- Alerting and Anomaly Detection

- Advanced Data Analysis and Processing

- Vector Search and Generative AI Integration

- Elastic Observability Solution

- Managing Access Control

- Elastic Stack Operation

- Elastic Stack Monitoring

商品描述(中文翻譯)

解鎖 Elastic Stack 在搜尋、分析、安全性和可觀察性方面的全部潛力,並在本地和雲端環境中管理大量數據工作負載。

主要特點:
- 通過全面的食譜探索 Elastic Stack 的多樣化功能
- 建立搜尋應用程式,分析您的數據,並觀察雲原生應用程式
- 利用強大的機器學習和 AI 功能創建數據科學和搜尋應用程式
- 購買印刷版或 Kindle 書籍可獲得免費 PDF 電子書

書籍描述:
學習如何充分利用 Elastic Stack(ELK Stack)產品,包括 Elasticsearch、Kibana、Elastic Agent 和 Logstash,可靠且安全地從任何來源、任何格式提取數據,然後實時搜尋、分析和可視化。這本食譜書採取實用的方法,通過詳細的步驟解鎖 Elastic Stack 的全部潛力。

本書從使用 Elastic Agent 和 Beats 安裝和攝取數據開始,指導您通過各種 Elastic 組件進行數據轉換和增強,並探索搜尋應用程式的最新進展,包括語義搜尋和生成式 AI。接著,您將使用 Kibana 可視化和探索數據,並創建儀表板。隨著進展,您將提升數據科學的機器學習技能,掌握自然語言處理,並發現向量搜尋的力量。本書涵蓋 Elastic Observability 的用例,包括日誌、基礎設施和合成監控,以及保護 Elastic Stack 的基本策略。最後,您將獲得 Elastic Stack 操作的專業知識,以有效監控和管理系統。

您將學到的內容:
- 探索從多樣來源收集數據的技術
- 使用 Kibana 可視化數據並創建儀表板以提取商業洞察
- 探索 Elastic Stack 的機器學習、向量搜尋和 AI 功能
- 處理數據轉換和數據格式化
- 從攝取的數據構建搜尋解決方案
- 利用數據科學工具進行深入數據探索
- 使用 Elastic Stack 監控和管理您的系統

本書適合對象:
本書適合 Elastic Stack 使用者、開發者、可觀察性實踐者和數據專業人士,無論是初學者還是專家。如果您是開發者,將受益於易於遵循的食譜,使用 API 和功能來構建強大的應用程式;如果您是可觀察性實踐者,本書將幫助您處理涵蓋 APM、Kubernetes 和雲監控的用例。對於數據工程師和 AI 愛好者,本書涵蓋了專門針對向量搜尋和機器學習的食譜。無需具備 Elastic Stack 的先前知識。

目錄:
- 開始使用 - 安裝 Elastic Stack
- 攝取一般內容數據
- 建立搜尋應用程式
- 時間戳數據攝取
- 轉換數據
- 可視化和探索數據
- 警報和異常檢測
- 高級數據分析和處理
- 向量搜尋和生成式 AI 整合
- Elastic Observability 解決方案
- 管理存取控制
- Elastic Stack 操作
- Elastic Stack 監控