Learning Apache Flink
暫譯: 學習 Apache Flink

Tanmay Deshpande

  • 出版商: Packt Publishing
  • 出版日期: 2017-02-17
  • 售價: $1,710
  • 貴賓價: 9.5$1,625
  • 語言: 英文
  • 頁數: 280
  • 裝訂: Paperback
  • ISBN: 1786466228
  • ISBN-13: 9781786466228
  • 海外代購書籍(需單獨結帳)

商品描述

Discover the definitive guide to crafting lightning-fast data processing for distributed systems with Apache Flink

About This Book

  • Build your expertize in processing real-time data with Apache Flink and its ecosystem
  • Gain insights into the working of all components of Apache Flink such as FlinkML, Gelly, and Table API filled with real world use cases
  • Exploit Apache Flink's capabilities like distributed data streaming, in-memory processing, pipelining and iteration operators to improve performance.
  • Solve real world big-data problems with real time in-memory and disk-based processing capabilities of Apache Flink.

Who This Book Is For

Big data developers who are looking to process batch and real-time data on distributed systems. Basic knowledge of Hadoop and big data is assumed. Reasonable knowledge of Java or Scala is expected.

What You Will Learn

  • Learn how to build end to end real time analytics projects
  • Integrate with existing big data stack and utilize existing infrastructure
  • Build predictive analytics applications using FlinkML
  • Use graph library to perform graph querying and search.
  • Understand Flink's - "Streaming First" architecture to implementing real streaming applications
  • Learn Flink Logging and Monitoring best practices in order to efficiently design your data pipelines
  • Explore the detailed processes to deploy Flink cluster on Amazon Web Services(AWS) and Google Cloud Platform (GCP).

In Detail

With the advent of massive computer systems, organizations in different domains generate large amounts of data on a real-time basis. The latest entrant to big data processing, Apache Flink, is designed to process continuous streams of data at a lightning fast pace.

This book will be your definitive guide to batch and stream data processing with Apache Flink. The book begins with introducing the Apache Flink ecosystem, setting it up and using the DataSet and DataStream API for processing batch and streaming datasets. Bringing the power of SQL to Flink, this book will then explore the Table API for querying and manipulating data. In the latter half of the book, readers will get to learn the remaining ecosystem of Apache Flink to achieve complex tasks such as event processing, machine learning, and graph processing. The final part of the book would consist of topics such as scaling Flink solutions, performance optimization and integrating Flink with other tools such as ElasticSearch.

Whether you want to dive deeper into Apache Flink, or want to investigate how to get more out of this powerful technology, you ll find everything you need inside.

Style and approach

This book is a comprehensive guide that covers advanced features of the Apache Flink, and communicates them with a practical understanding of the underlying concepts for how, when, and why to use them.

商品描述(中文翻譯)

探索使用 Apache Flink 為分散式系統打造閃電般快速數據處理的終極指南

本書介紹



  • 建立您在使用 Apache Flink 及其生態系統處理即時數據方面的專業知識

  • 深入了解 Apache Flink 所有組件的運作,如 FlinkML、Gelly 和 Table API,並附有真實世界的使用案例

  • 利用 Apache Flink 的功能,如分散式數據串流、內存處理、管道化和迭代運算子來提升性能

  • 使用 Apache Flink 的即時內存和基於磁碟的處理能力解決真實世界的大數據問題

本書適合誰閱讀


尋求在分散式系統上處理批次和即時數據的大數據開發人員。假設具備 Hadoop 和大數據的基本知識,並期望有合理的 Java 或 Scala 知識。

您將學到什麼



  • 學習如何構建端到端的即時分析專案

  • 與現有的大數據技術棧整合並利用現有基礎設施

  • 使用 FlinkML 構建預測分析應用程式

  • 使用圖形庫執行圖形查詢和搜索

  • 理解 Flink 的「串流優先」架構,以實現真正的串流應用程式

  • 學習 Flink 日誌記錄和監控的最佳實踐,以有效設計您的數據管道

  • 探索在 Amazon Web Services (AWS) 和 Google Cloud Platform (GCP) 部署 Flink 集群的詳細過程

詳細內容


隨著大型計算系統的出現,不同領域的組織實時生成大量數據。最新進入大數據處理領域的 Apache Flink,旨在以閃電般的速度處理持續的數據流。


本書將成為您使用 Apache Flink 進行批次和串流數據處理的終極指南。本書首先介紹 Apache Flink 生態系統,設置環境並使用 DataSet 和 DataStream API 處理批次和串流數據集。將 SQL 的力量引入 Flink,本書接著探索 Table API 以查詢和操作數據。在本書的後半部分,讀者將學習 Apache Flink 的其餘生態系統,以實現事件處理、機器學習和圖形處理等複雜任務。本書的最後部分將涵蓋擴展 Flink 解決方案、性能優化以及將 Flink 與 ElasticSearch 等其他工具整合的主題。


無論您是想深入了解 Apache Flink,還是想研究如何更好地利用這項強大技術,您都能在本書中找到所需的一切。

風格與方法


本書是一本全面的指南,涵蓋 Apache Flink 的高級功能,並以實用的方式傳達其背後的概念,解釋何時、如何以及為何使用這些功能。

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