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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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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

Arrow Flight's building blocks

Because the methods and message wire format of Arrow Flight are both defined by Protocol Buffers, clients that may support gRPC and Arrow but not Flight are able to easily still interact with, and communicate with, Arrow Flight servers. There are also specific Flight implementations provided by the Apache Arrow project for some languages. These implementations include optimizations to avoid overhead, such as reducing excessive memory copying when using Protocol Buffers. Because the Protocol Buffer objects are only used for passing metadata, Flight still maintains the benefits of Arrow's IPC protocol, allowing zero-deserialization to ensure fast delivery of data.

Here are the basic types of requests that a Flight server implements:

  • Handshake: A simple request allowing for custom authentication logic and an implementation-defined session token if desired.
  • ListFlights: Gets a list of the available data streams on the server.
  • ...
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