Beschreibung Big Data: Principles and best practices of scalable realtime data systems. SummaryBig Data teaches you to build big data systems using an architecture that takes advantage of clustered hardware along with new tools designed specifically to capture and analyze web-scale data. It describes a scalable, easy-to-understand approach to big data systems that can be built and run by a small team. Following a realistic example, this book guides readers through the theory of big data systems, how to implement them in practice, and how to deploy and operate them once they're built.Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.About the BookWeb-scale applications like social networks, real-time analytics, or e-commerce sites deal with a lot of data, whose volume and velocity exceed the limits of traditional database systems. These applications require architectures built around clusters of machines to store and process data of any size, or speed. Fortunately, scale and simplicity are not mutually exclusive.Big Data teaches you to build big data systems using an architecture designed specifically to capture and analyze web-scale data. This book presents the Lambda Architecture, a scalable, easy-to-understand approach that can be built and run by a small team. You'll explore the theory of big data systems and how to implement them in practice. In addition to discovering a general framework for processing big data, you'll learn specific technologies like Hadoop, Storm, and NoSQL databases.This book requires no previous exposure to large-scale data analysis or NoSQL tools. Familiarity with traditional databases is helpful.What's InsideIntroduction to big data systemsReal-time processing of web-scale dataTools like Hadoop, Cassandra, and StormExtensions to traditional database skillsAbout the AuthorsNathan Marz is the creator of Apache Storm and the originator of the Lambda Architecture for big data systems. James Warren is an analytics architect with a background in machine learning and scientific computing.Table of ContentsA new paradigm for Big DataPART 1 BATCH LAYERData model for Big DataData model for Big Data: IllustrationData storage on the batch layerData storage on the batch layer: IllustrationBatch layerBatch layer: IllustrationAn example batch layer: Architecture and algorithmsAn example batch layer: ImplementationPART 2 SERVING LAYERServing layerServing layer: IllustrationPART 3 SPEED LAYERRealtime viewsRealtime views: IllustrationQueuing and stream processingQueuing and stream processing: IllustrationMicro-batch stream processingMicro-batch stream processing: IllustrationLambda Architecture in depth
Principles and best practices of scalable real-time data ~ Principles and best practices of scalable real-time data systems. Big Data PRINCIPLES AND BEST PRACTICES OF SCALABLE REAL-TIME DATA SYSTEMS NATHAN MARZ with JAMES WARREN MANNING Shelter Island Licensed to Mark Watson <nordickan@gmail> For online information and ordering of this and other Manning books, please visit www.manning. The publisher offers discounts on this book when ordered .
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Big Data / Guide books ~ Big Data: Principles and best practices of scalable realtime data systems March 2015. March 2015. Read More. Authors: Nathan Marz, James Warren; Publisher: Manning Publications Co. 3 Lewis Street Greenwich, CT; United States; ISBN: 978-1-61729-034-3. Available at . Save to Binder Binder Export Citation Citation. Share on. Bibliometrics. Citation count. 85. Downloads (6 weeks) 0 .
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Big Data:Principles and Best Practices of Scalable ~ <<Big Data: Principles and Best Practices of Scalable Realtime Data Systems>>读书笔记 3152 2015-10-22 Chapter 1 A New Paradigm for Big Data 1.1 How this Book is structured focus on principles of big data problem => theory / illustration 1.2 Scaling with a traditional database original proble
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