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In-Memory Analytics with Apache Arrow

You're reading from   In-Memory Analytics with Apache Arrow Perform fast and efficient data analytics on both flat and hierarchical structured data

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Product type Paperback
Published in Jun 2022
Publisher Packt
ISBN-13 9781801071031
Length 392 pages
Edition 1st Edition
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Author (1):
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Matthew Topol Matthew Topol
Author Profile Icon Matthew Topol
Matthew Topol
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Toc

Table of Contents (16) Chapters Close

Preface 1. Section 1: Overview of What Arrow Is, its Capabilities, Benefits, and Goals
2. Chapter 1: Getting Started with Apache Arrow FREE CHAPTER 3. Chapter 2: Working with Key Arrow Specifications 4. Chapter 3: Data Science with Apache Arrow 5. Section 2: Interoperability with Arrow: pandas, Parquet, Flight, and Datasets
6. Chapter 4: Format and Memory Handling 7. Chapter 5: Crossing the Language Barrier with the Arrow C Data API 8. Chapter 6: Leveraging the Arrow Compute APIs 9. Chapter 7: Using the Arrow Datasets API 10. Chapter 8: Exploring Apache Arrow Flight RPC 11. Section 3: Real-World Examples, Use Cases, and Future Development
12. Chapter 9: Powered by Apache Arrow 13. Chapter 10: How to Leave Your Mark on Arrow 14. Chapter 11: Future Development and Plans 15. Other Books You May Enjoy

Other use cases

In addition to providing an interface for zero-copy sharing of Arrow data between components, the C Data API can also be used in cases where it may not be feasible to depend on the Arrow libraries directly.

Despite a large number of languages and runtimes sporting implementations of Arrow, there are still languages or environments that do not have Arrow implementations. This is particularly true in organizations with a lot of legacy software and/or specialized environments. A great example of this would be the fact that the dominant programming language in the astrophysical modeling of stars and galaxies is still Fortran! Unsurprisingly, there is not an existing Arrow implementation for Fortran. In these situations, it is often not feasible to rewrite entire code bases so that you can leverage Arrow in a supported language. But with the C Data API, data can be shared from a supported runtime to a pre-existing unsupported code base. Alternatively, you can do the...

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