Book Image

NoSQL Data Models

By : Olivier Pivert
Book Image

NoSQL Data Models

By: Olivier Pivert

Overview of this book

Big Data environments are now to be handled in most current applications, this book addresses the latest issues and hurdles that are encountered in such environments. The book begins by presenting an overview of NoSQL languages and systems. Then, you’ll evaluate SPARQL queries over large RDF datasets and devise a solution that will use the MapReduce framework to process SPARQL graph patterns. Next, you’ll handle the production of web data, generate a set of links between two different datasets and overcome different heterogeneity problems. Moving ahead, you’ll take the multi-graph based approach to overcome challenges faced by the RDF data management community. Finally, you’ll deal with the flexible querying of graph databases and textual data management. By the end of this book, you’ll have gathered essential information on big data challenges faced by NoSQL databases.
Table of Contents (11 chapters)
Preface
8
List of Authors
9
Index
10
End User License Agreement

4.8. Conclusion

In this chapter, we defined four Big Data integration requirements in cloud environments: R1 (selection, discovery and deployment of data stores), R2 (uniform access to any data stores), R3 (integrated view on data stores) and R4 (global query processing and optimization). Even if data integration has been widely studied in the past, Big Data and Cloud Computing introduce new problems that question classical approaches. The use of an integrated global schema and an associated query language, for instance, is deeply questionable and some works are based on a minimum global schema. We have analyzed the literature regarding each requirement and presented a summary of this analysis. Our summary includes a comparison between studied works on the basis of the criteria that we addressed in our research objectives. We concluded this article by introducing a global summary concering the most relevant studied solutions and defining some open issues covering different requirements...