Book Image

Building Big Data Pipelines with Apache Beam

By : Jan Lukavský
Book Image

Building Big Data Pipelines with Apache Beam

By: Jan Lukavský

Overview of this book

Apache Beam is an open source unified programming model for implementing and executing data processing pipelines, including Extract, Transform, and Load (ETL), batch, and stream processing. This book will help you to confidently build data processing pipelines with Apache Beam. You’ll start with an overview of Apache Beam and understand how to use it to implement basic pipelines. You’ll also learn how to test and run the pipelines efficiently. As you progress, you’ll explore how to structure your code for reusability and also use various Domain Specific Languages (DSLs). Later chapters will show you how to use schemas and query your data using (streaming) SQL. Finally, you’ll understand advanced Apache Beam concepts, such as implementing your own I/O connectors. By the end of this book, you’ll have gained a deep understanding of the Apache Beam model and be able to apply it to solve problems.
Table of Contents (13 chapters)
1
Section 1 Apache Beam: Essentials
5
Section 2 Apache Beam: Toward Improving Usability
9
Section 3 Apache Beam: Advanced Concepts

Using side inputs

We have already seen how to use side outputs, and side inputs are analogous to them. Besides the single main input, a ParDo transform can have multiple additional side inputs, as shown in the following figure:

Figure 3.13 – Side inputs

We have multiple ways of declaring a side input to a ParDo object. For instance, consider the following example:

ParDo.of(new MyDoFn())
Analogous to side outputs is also the way how we declare a side input – we must provide it to the ParDo by call to withSideInput as follows:
input.apply(ParDo.of(new MyDoFn())
    .withSideInput("side-input", sideInput));

Because we may have multiple side inputs, we need a way to distinguish them – if we assign a name to the side input, we can later access it easily in DoFn using a @SideInput annotation:

@ProcessElement
public void processElement(
    @Element .. element,
    ...