Spring Cloud Data Flow with Spring Boot Tutorial
Introduction
Spring Cloud Data Flow (SCDF) is a cloud-native orchestration service for data microservices. It provides an easy way to create, deploy, and manage data pipelines. In this tutorial, we will explore how to use SCDF with Spring Boot to build a simple data processing application.
Prerequisites
Before starting, ensure you have the following installed:
- Java Development Kit (JDK) 8 or higher
- Apache Maven
- Spring Boot
- Spring Cloud Data Flow Server
Setting Up Spring Boot Application
First, we will create a new Spring Boot application. We will use Spring Initializr to bootstrap the project.
1. Generate Project
Go to Spring Initializr and set the following options:
- Project: Maven Project
- Language: Java
- Spring Boot: 2.x.x
- Dependencies: Spring Web, Spring Cloud Stream, Spring Cloud Data Flow
Click on "Generate" to download the project.
2. Import Project
Extract the downloaded zip file and import the project into your IDE (e.g., IntelliJ IDEA, Eclipse).
Configuring Application Properties
Open src/main/resources/application.yml
and configure the application properties for Spring Cloud Data Flow.
application.yml
spring: cloud: stream: bindings: input: destination: input-topic group: group1 output: destination: output-topic
Creating a Simple Stream Processor
We will create a simple stream processor that consumes messages from an input topic, processes them, and sends them to an output topic.
1. Create a Processor Class
Create a new class named MessageProcessor
in the src/main/java/com/example/demo
package:
import org.springframework.cloud.stream.annotation.EnableBinding; import org.springframework.cloud.stream.annotation.StreamListener; import org.springframework.messaging.handler.annotation.SendTo; import org.springframework.stereotype.Component; @Component @EnableBinding(Processor.class) public class MessageProcessor { @StreamListener(Processor.INPUT) @SendTo(Processor.OUTPUT) public String process(String message) { return "Processed: " + message; } }
Running Spring Cloud Data Flow
To run SCDF, you need to download and run the SCDF server. You can find the server on the Spring Cloud Data Flow website.
1. Start SCDF Server
Run the following command in your terminal:
./mvnw spring-boot:run
Deploying Your Application
Once the SCDF server is running, you can deploy your application by creating a stream definition. Open the SCDF dashboard in your browser at http://localhost:9393
.
1. Create Stream
In the SCDF dashboard, create a new stream with the following definition:
stream create --name myStream --definition "myProcessor --input=input-topic --output=output-topic" --deploy
Testing the Application
You can test your application by sending messages to the input topic. You may use tools like curl
or Postman to send messages.
1. Send Test Message
Use the following command to send a test message:
curl -X POST -H "Content-Type: application/json" -d '{"message": "Hello, World!"}' http://localhost:8080/input
Expected Output:
Processed: Hello, World!
Conclusion
In this tutorial, we covered how to set up a Spring Boot application integrated with Spring Cloud Data Flow. We created a simple stream processor that processes messages from an input topic and sends them to an output topic. SCDF allows you to manage your data pipelines effectively, making it a powerful tool for data processing in microservices architecture.