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In-Memory Analytics with Apache Arrow

You're reading from   In-Memory Analytics with Apache Arrow Accelerate data analytics for efficient processing of flat and hierarchical data structures

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Product type Paperback
Published in Sep 2024
Publisher Packt
ISBN-13 9781835461228
Length 406 pages
Edition 2nd Edition
Languages
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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 (18) Chapters Close

Preface 1. Part 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: Format and Memory Handling 5. Part 2: Interoperability with Arrow: The Power of Open Standards
6. Chapter 4: Crossing the Language Barrier with the Arrow C Data API 7. Chapter 5: Acero: A Streaming Arrow Execution Engine 8. Chapter 6: Using the Arrow Datasets API 9. Chapter 7: Exploring Apache Arrow Flight RPC 10. Chapter 8: Understanding Arrow Database Connectivity (ADBC) 11. Chapter 9: Using Arrow with Machine Learning Workflows 12. Part 3: Real-World Examples, Use Cases, and Future Development
13. Chapter 10: Powered by Apache Arrow 14. Chapter 11: How to Leave Your Mark on Arrow 15. Chapter 12: Future Development and Plans 16. Index 17. 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 3, Format and Memory Handling)
  • gRPC (https://grpc.io), an open source RPC framework built on top of Protocol Buffers (Protobuf) 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 application programming interfaces (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 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...

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