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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

The basics and complications of gRPC

Arrow Flight is built on two things:

  • The Arrow IPC format (which we covered in Chapter 4, Format and Memory Handling)
  • gRPC (https://grpc.io), an open source remote procedure call (RPC) framework built on top of Protocol Buffers for high-performance services

Since we've already covered the Arrow IPC format, let's first quickly look at what gRPC is and how to use it. To do that, we need to talk about APIs.

Building modern APIs for data

We've used the word API a lot already in this book, and most of you are likely at least already conceptually familiar with the idea of an API, but let's quickly define what we're talking about.

While the term Application Programming Interface (API) has been around since at least the 1960s, the scope of what it refers to has broadened considerably. Initially, it was used solely to describe an end user-facing interface, at the time just called application programs...

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