Book Image

In-Memory Analytics with Apache Arrow

By : Matthew Topol
Book Image

In-Memory Analytics with Apache Arrow

By: Matthew Topol

Overview of this book

Apache Arrow is designed to accelerate analytics and allow the exchange of data across big data systems easily. In-Memory Analytics with Apache Arrow begins with a quick overview of the Apache Arrow format, before moving on to helping you to understand Arrow’s versatility and benefits as you walk through a variety of real-world use cases. You'll cover key tasks such as enhancing data science workflows with Arrow, using Arrow and Apache Parquet with Apache Spark and Jupyter for better performance and hassle-free data translation, as well as working with Perspective, an open source interactive graphical and tabular analysis tool for browsers. As you advance, you'll explore the different data interchange and storage formats and become well-versed with the relationships between Arrow, Parquet, Feather, Protobuf, Flatbuffers, JSON, and CSV. In addition to understanding the basic structure of the Arrow Flight and Flight SQL protocols, you'll learn about Dremio’s usage of Apache Arrow to enhance SQL analytics and discover how Arrow can be used in web-based browser apps. Finally, you'll get to grips with the upcoming features of Arrow to help you stay ahead of the curve. By the end of this book, you will have all the building blocks to create useful, efficient, and powerful analytical services and utilities with Apache Arrow.
Table of Contents (16 chapters)
1
Section 1: Overview of What Arrow Is, its Capabilities, Benefits, and Goals
5
Section 2: Interoperability with Arrow: pandas, Parquet, Flight, and Datasets
11
Section 3: Real-World Examples, Use Cases, and Future Development

Contributing to open source projects

The world relies on open source software, full stop: Linux, Android, Mozilla Firefox, Chromium (the underlying code for Google Chrome and Microsoft Edge), Visual Studio Code, WordPress, Vue.js, React, and others. Everyone likely interacts with some sort of open source technology almost every day, even if they aren't aware of it. You can find a ton of really interesting open source code too! Even the original Apollo 11 guidance computer source code has been open sourced (https://github.com/chrislgarry/Apollo-11/)! But without people using and contributing to these projects, they wouldn't survive and propagate as they have.

Contributing to and participating in the open source community has changed a lot over the years, particularly with the advent of GitHub. In many ways, it's easier than it ever was before. GitHub has great search functionality, standardized source code management, and common terminology. Unfortunately, this has...