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

The application code


Now we will discuss the application code, how it uses these properties, and how custom functions can be defined for use in the SQL queries. The application comprises just a single source file, SampleApplication.java. As discussed in Chapter 2, Getting Started with Application Development, the entry point of an Apex application is a class that implements the StreamingApplication interface and, in particular, the populateDAG() method of that interface. The first part of this method looks like this:

@ApplicationAnnotation(name = "ETLExample")
public class SampleApplication implements StreamingApplication
{
  @Override
  public void populateDAG(DAG dag, Configuration conf)
  {
    try {
      // without this, the application fails at launch with this error:
      //   java.sql.SQLException: No suitable driver found for jdbc:calcite
      //
      Class.forName("org.apache.calcite.jdbc.Driver");
    } catch (ClassNotFoundException e) {
      throw new RuntimeException(e);...