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

Working on the cluster


This section will cover some of the tools and techniques to monitor and debug the application in the distributed environment. We will also look at some of the options to apply changes to the application without rebuilding or packaging it. The tools we use in this section are standard components of Apex, Hadoop, and the operating system (nothing distribution or vendor specific).

Let's begin with some of the basic tools and commands that will allow us to gather information. YARN provides a basic web interface to look at information about running applications and container processes. Examples are based on the local Docker environment which was discussed earlier. The tools are all standard and available when working with a different cluster setup as well, although machine addresses and access may differ.

YARN web UI

Following is the RM web UI. It provides information about the cluster and running and terminated applications. Here, there are two applications of typeApacheApex...