Book Image

Learning Apache Apex

By : Thomas Weise, Ananth Gundabattula, Munagala V. Ramanath, David Yan, Kenneth Knowles
Book Image

Learning Apache Apex

By: Thomas Weise, Ananth Gundabattula, Munagala V. Ramanath, David Yan, Kenneth Knowles

Overview of this book

Apache Apex is a next-generation stream processing framework designed to operate on data at large scale, with minimum latency, maximum reliability, and strict correctness guarantees. Half of the book consists of Apex applications, showing you key aspects of data processing pipelines such as connectors for sources and sinks, and common data transformations. The other half of the book is evenly split into explaining the Apex framework, and tuning, testing, and scaling Apex applications. Much of our economic world depends on growing streams of data, such as social media feeds, financial records, data from mobile devices, sensors and machines (the Internet of Things - IoT). The projects in the book show how to process such streams to gain valuable, timely, and actionable insights. Traditional use cases, such as ETL, that currently consume a significant chunk of data engineering resources are also covered. The final chapter shows you future possibilities emerging in the streaming space, and how Apache Apex can contribute to it.
Table of Contents (17 chapters)
Title Page
Credits
About the Authors
About the Reviewer
www.PacktPub.com
Customer Feedback
Preface

An overview of the library


The Apex Malhar library (referenced as Apex library throughout this book) contains operators as well as APIs and other components that are useful to assemble applications and build customized operators (for example, stream codecs, partitioners, state management, and windowing support). The aim of the Apex library is to provide many common building blocks as readily usable (configurable, as opposed to having to write code).

Note

The Apex library is maintained as part of the Apache Apex project in its own repository: https://github.com/apache/apex-malhar (whereas the Apex core engine is under https://github.com/apache/apex-core). Releases of the Apex library and Apex core engine are made at different frequencies, mostly because operators, which are the functional building blocks for applications, receive more contributions and evolve at a faster pace than the core engine.

The API of the engine is designed so that development can be separated and new functionality added...