This book provides readers the “big picture” and a comprehensive
survey of the domain of big data processing systems. For the past
decade, the Hadoop framework has dominated the world of big data
processing, yet recently academia and industry have started to
recognize its limitations in several application domains and big data
processing scenarios such as the large-scale processing of structured
data, graph data and streaming data. Thus, it is now gradually being
replaced by a collection of engines that are dedicated to specific
verticals (e.g. structured data, graph data, and streaming data). The
book explores this new wave of systems, which it refers to as Big Data
2.0 processing systems. After Chapter 1 presents the general
background of the big data phenomena, Chapter 2 provides an overview
of various general-purpose big data processing systems that allow
their users to develop various big data processing jobs for different
application domains. In turn, Chapter 3 examines various systems that
have been introduced to support the SQL flavor on top of the Hadoop
infrastructure and provide competing and scalable performance in the
processing of large-scale structured data. Chapter 4 discusses several
systems that have been designed to tackle the problem of large-scale
graph processing, while the main focus of Chapter 5 is on several
systems that have been designed to provide scalable solutions for
processing big data streams, and on other sets of systems that have
been introduced to support the development of data pipelines between
various types of big data processing jobs and systems. Lastly, Chapter
6 shares conclusions and an outlook on future research challenges.
Overall, the book offers a valuable reference guide for students,
researchers and professionals in the domain of big data processing
systems. Further, its comprehensive content will hopefully encourage
readers to pursue further research on the subject.
Les mer
A Survey
Produktdetaljer
ISBN
9783319387765
Publisert
2018
Utgiver
Vendor
Springer
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter