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

Running the application


As mentioned in the previous section, we need to run the Pub/Sub server for the WebSocket communication to happen. Let's do that:

bash> git clone https://github.com/atrato/pubsub-server

Then build and run the pub/sub server (the message broker):

bash> cd pubsub-server; mvn compile exec:java

The pub/sub server is now running, listening to the default port 8890 on localhost.

Now that the server is all set up, let's open the Apex CLI command prompt (refer back to Chapter 2, Getting Started with Application Development, for instructions on setting up Apache Apex, if necessary) and actually run the application:

bash> apex 
apex> launch target/malhar-examples-nyc-taxi-3.8.0-SNAPSHOT.apa 

After the application runs for one minute, we can start querying the data. The reason why we need to wait for one minute is that we need to wait for the first window to pass the watermark for the triggers to be fired by WindowedOperator.

Note

Note that since we are using sliding windows...