Lakhe Practical Hadoop Migration 9781484212882

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Автор: Lakhe
Название: Practical Hadoop Migration
ISBN: 9781484212882
Издательство: Springer
Классификация:

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Теория вычислительных машин и систем, кибернетика

ISBN-10: 1484212886
Обложка/Формат: Paperback
Страницы: 305
Вес: 0.52 кг.
Дата издания: 2016
Язык: English
Иллюстрации: 38 black & white illustrations, 61 colour illustrations, biography
Размер: 157 x 249 x 23
Читательская аудитория: Professional & vocational
Основная тема: Professional Computing
Подзаголовок: How to Integrate Your RDBMS with the Hadoop Ecosystem and Re-Architect Relational Applications to NoSQL
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: Re-architect relational applications to NoSQL, integrate relational database management systems with the Hadoop ecosystem, and transform and migrate relational data to and from Hadoop components. This book covers the best-practice design approaches to re-architecting your relational applications and transforming your relational data to optimize concurrency, security, denormalization, and performance. Winner of IBM’s 2012 Gerstner Award for his implementation of big data and data warehouse initiatives and author of Practical Hadoop Security, author Bhushan Lakhe walks you through the entire transition process. First, he lays out the criteria for deciding what blend of re-architecting, migration, and integration between RDBMS and HDFS best meets your transition objectives. Then he demonstrates how to design your transition model. Lakhe proceeds to cover the selection criteria for ETL tools, the implementation steps for migration with SQOOP- and Flume-based data transfers, and transition optimization techniques for tuning partitions, scheduling aggregations, and redesigning ETL. Finally, he assesses the pros and cons of data lakes and Lambda architecture as integrative solutions and illustrates their implementation with real-world case studies. Hadoop/NoSQL solutions do not offer by default certain relational technology features such as role-based access control, locking for concurrent updates, and various tools for measuring and enhancing performance. Practical Hadoop Migration shows how to use open-source tools to emulate such relational functionalities in Hadoop ecosystem components.What Youll LearnThe requirements and design methodologies of relational data and NoSQL modelsHow to decide whether you should migrate your relational applications to big data technologies or integrate themHow to transition your relational applications to Hadoop/NoSQL platforms in terms of logical design and physical implementationRDBMS-to-HDFS integration, data transformation, and optimization techniquesThe situations in which Lambda architecture and data lake solutions should be consideredHow to select and implement Hadoop-based components and applications to speed transition, optimize integrated performance, and emulate relational functionalitiesWho This Book Is For

The primary readership for Practical Hadoop Migration is database developers, database administrators, enterprise architects, Hadoop/NoSQL developers, and IT leaders. Its secondary readership is project and program managers and advanced students of database and management information systems.

Дополнительное описание:

Chapter 1: RDBMS Meets Hadoop: Integrating, Re-Architecting, and Transitioning.- Part I: Relational Database Management Systems: A Review of Design Principles, Models, and Best Practices.- Chapter 2: Understanding RDBMS Design Principles.- Chapter 3:

Practical Hadoop Migration, Lakhe