Partner – Orkes – NPI EA (cat=Spring)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

Partner – Orkes – NPI EA (tag=Microservices)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

eBook – Guide Spring Cloud – NPI EA (cat=Spring Cloud)
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Let's get started with a Microservice Architecture with Spring Cloud:

>> Join Pro and download the eBook

eBook – Mockito – NPI EA (tag = Mockito)
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Mocking is an essential part of unit testing, and the Mockito library makes it easy to write clean and intuitive unit tests for your Java code.

Get started with mocking and improve your application tests using our Mockito guide:

Download the eBook

eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.

Get started with understanding multi-threaded applications with our Java Concurrency guide:

>> Download the eBook

eBook – Reactive – NPI EA (cat=Reactive)
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Spring 5 added support for reactive programming with the Spring WebFlux module, which has been improved upon ever since. Get started with the Reactor project basics and reactive programming in Spring Boot:

>> Join Pro and download the eBook

eBook – Java Streams – NPI EA (cat=Java Streams)
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Since its introduction in Java 8, the Stream API has become a staple of Java development. The basic operations like iterating, filtering, mapping sequences of elements are deceptively simple to use.

But these can also be overused and fall into some common pitfalls.

To get a better understanding on how Streams work and how to combine them with other language features, check out our guide to Java Streams:

>> Join Pro and download the eBook

eBook – Jackson – NPI EA (cat=Jackson)
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Do JSON right with Jackson

Download the E-book

eBook – HTTP Client – NPI EA (cat=Http Client-Side)
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Get the most out of the Apache HTTP Client

Download the E-book

eBook – Maven – NPI EA (cat = Maven)
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Get Started with Apache Maven:

Download the E-book

eBook – Persistence – NPI EA (cat=Persistence)
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Working on getting your persistence layer right with Spring?

Explore the eBook

eBook – RwS – NPI EA (cat=Spring MVC)
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Building a REST API with Spring?

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Course – LS – NPI EA (cat=Jackson)
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Get started with Spring and Spring Boot, through the Learn Spring course:

>> LEARN SPRING
Course – RWSB – NPI EA (cat=REST)
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Explore Spring Boot 3 and Spring 6 in-depth through building a full REST API with the framework:

>> The New “REST With Spring Boot”

Course – LSS – NPI EA (cat=Spring Security)
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Yes, Spring Security can be complex, from the more advanced functionality within the Core to the deep OAuth support in the framework.

I built the security material as two full courses - Core and OAuth, to get practical with these more complex scenarios. We explore when and how to use each feature and code through it on the backing project.

You can explore the course here:

>> Learn Spring Security

Partner – LambdaTest – NPI EA (cat=Testing)
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Browser testing is essential if you have a website or web applications that users interact with. Manual testing can be very helpful to an extent, but given the multiple browsers available, not to mention versions and operating system, testing everything manually becomes time-consuming and repetitive.

To help automate this process, Selenium is a popular choice for developers, as an open-source tool with a large and active community. What's more, we can further scale our automation testing by running on theLambdaTest cloud-based testing platform.

Read more through our step-by-step tutorial on how to set up Selenium tests with Java and run them on LambdaTest:

>> Automated Browser Testing With Selenium

Partner – Orkes – NPI EA (cat=Java)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

Course – LSD – NPI EA (tag=Spring Data JPA)
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Spring Data JPA is a great way to handle the complexity of JPA with the powerful simplicity of Spring Boot.

Get started with Spring Data JPA through the guided reference course:

>> CHECK OUT THE COURSE

Partner – Moderne – NPI EA (cat=Spring Boot)
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Refactor Java code safely — and automatically — with OpenRewrite.

Refactoring big codebases by hand is slow, risky, and easy to put off. That’s where OpenRewrite comes in. The open-source framework for large-scale, automated code transformations helps teams modernize safely and consistently.

Each month, the creators and maintainers of OpenRewrite at Moderne run live, hands-on training sessions — one for newcomers and one for experienced users. You’ll see how recipes work, how to apply them across projects, and how to modernize code with confidence.

Join the next session, bring your questions, and learn how to automate the kind of work that usually eats your sprint time.

1. Introduction

Java Flight Recorder (JFR) is a powerful JVM tool for capturing events to monitor, profile, and troubleshoot applications. Integrating JFR with Quarkus gives us detailed insights into application behavior and performance by adding Quarkus-specific events.

In this article, we show how to set up JFR in a Quarkus project, generate custom events, and analyze the data to diagnose potential issues effectively.

2. Maven Dependency

To enable Java Flight Recorder in a Quarkus project, we need to add the quarkus-jfr extension. This extension integrates JFR with Quarkus, enabling custom Quarkus events for enhanced monitoring and diagnostics:

<dependency>
    <groupId>io.quarkus</groupId>
    <artifactId>quarkus-jfr</artifactId>
    <version>3.17.3</version>
</dependency>

3. Project Configuration

3.1. Creating a REST Endpoint

We’ll start by creating a simple REST endpoint. This resource will simulate a lightweight application interaction:

@Path("/hello")
public class JfrResource {
    @GET
    @Produces(MediaType.TEXT_PLAIN)
    public String hello() {
        return "hello";
    }
}

3.2. Starting Flight Recording

To ensure JFR starts recording automatically, we need to pass the appropriate JVM arguments. In our Quarkus application, we can do this in the application.properties file or as part of the command line when starting the application.

For development, let’s add the following JVM arguments:

quarkus dev -Djvm.args="-XX:StartFlightRecording=name=quarkus,dumponexit=true,filename=myrecording.jfr"

Besides starting JFR automatically when the application runs, dump the recording to myrecording.jfr when the application exits.

4. Saving JFR Events

By default, JFR dumps its recordings to the specified file (myrecording.jfr) when the application stops. We can trigger this by pressing CTRL+C in the terminal or using the jcmd command:

jcmd <PID> JFR.dump name=quarkus filename=myrecording.jfr

To find our application’s <PID>, we can use the jcmd command. This will list all running Java processes along with their process IDs.

5. Opening the JFR Dump File

Once we’ve recorded application events using JFR, analyzing the dump file is essential to uncover valuable insights. We can use two primary tools: the JFR CLI tool for quick command-line analysis and JDK Mission Control (JMC) for a detailed graphical view.

5.1. Using the JFR CLI

The JFR CLI is a lightweight tool for quick analysis directly from the terminal. To inspect the contents of a JFR file, we’ll use the jfr print command:

jfr print myrecording.jfr

After running the command, the output lists events, their timestamps, and associated details:

Event: io.quarkus.HttpRequest
  Method: GET
  Path: /hello
  ResponseCode: 200
  Duration: 3ms

Event: jdk.GarbageCollection
  StartTime: 2024-11-10T14:23:45.123Z
  Duration: 5ms
  Cause: System.gc()

To focus on specific event categories, we can use the –categories flag:

jfr print --categories "quarkus" myrecording.jfr

This command filters the output to show only events related to Quarkus, making it easier to analyze relevant data.

5.2. Using JDK Mission Control (JMC)

JMC provides a graphical interface with powerful visualization tools for an in-depth analysis. We can start JCM using the terminal or our system’s GUI to open JDK Mission Control. After launching JMC, the recorded file (myrecording.jfr) can be opened directly via the File > Open File menu. Once loaded, JMC organizes the captured data into intuitive views and categories:

ss

The Event Browser in JMC allows us to explore specific events, including HTTP requests, memory usage, and garbage collection. Quarkus-specific events, such as io.quarkus.HttpRequest, are grouped under their respective categories. The timeline view helps correlate events over time, making identifying patterns and performance bottlenecks easier.

6. Adding Custom Events

In addition to the built-in events provided by Quarkus and the JVM, we can define custom events to monitor specific parts of our application. This is especially useful when tracking domain-specific behavior or performance metrics.

To define a custom event, extend the jdk.jfr.Event class and annotate it with @Name to specify its event name:

@Name("com.baeldung.DatabaseQueryEvent")
public class DatabaseQueryEvent extends Event {
    private final String query;
    private final long executionTime;

    public DatabaseQueryEvent(String query, long executionTime) {
        this.query = query;
        this.executionTime = executionTime;
    }

    public String getQuery() {
        return query;
    }

    public long getExecutionTime() {
        return executionTime;
    }
}

We can instantiate and commit the custom event within our application code. For instance, to record database query execution times:

DatabaseQueryEvent event = new DatabaseQueryEvent("SELECT * FROM users", 15);
event.commit();

Now, after running our program, we can view the custom-created events:

jfr print --events DatabaseQueryEvent myrecording.jfr

7. Conclusion

Java Flight Recorder, combined with Quarkus, is a powerful tool for monitoring and optimizing application performance. By using built-in and custom events, we can gain valuable insights into application behavior, diagnose issues, and improve efficiency.

The code backing this article is available on GitHub. Once you're logged in as a Baeldung Pro Member, start learning and coding on the project.
Baeldung Pro – NPI EA (cat = Baeldung)
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Baeldung Pro comes with both absolutely No-Ads as well as finally with Dark Mode, for a clean learning experience:

>> Explore a clean Baeldung

Once the early-adopter seats are all used, the price will go up and stay at $33/year.

Partner – Orkes – NPI EA (cat = Spring)
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Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

Partner – Orkes – NPI EA (tag = Microservices)
announcement - icon

Modern software architecture is often broken. Slow delivery leads to missed opportunities, innovation is stalled due to architectural complexities, and engineering resources are exceedingly expensive.

Orkes is the leading workflow orchestration platform built to enable teams to transform the way they develop, connect, and deploy applications, microservices, AI agents, and more.

With Orkes Conductor managed through Orkes Cloud, developers can focus on building mission critical applications without worrying about infrastructure maintenance to meet goals and, simply put, taking new products live faster and reducing total cost of ownership.

Try a 14-Day Free Trial of Orkes Conductor today.

eBook – HTTP Client – NPI EA (cat=HTTP Client-Side)
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The Apache HTTP Client is a very robust library, suitable for both simple and advanced use cases when testing HTTP endpoints. Check out our guide covering basic request and response handling, as well as security, cookies, timeouts, and more:

>> Download the eBook

eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.

Get started with understanding multi-threaded applications with our Java Concurrency guide:

>> Download the eBook

eBook – Java Streams – NPI EA (cat=Java Streams)
announcement - icon

Since its introduction in Java 8, the Stream API has become a staple of Java development. The basic operations like iterating, filtering, mapping sequences of elements are deceptively simple to use.

But these can also be overused and fall into some common pitfalls.

To get a better understanding on how Streams work and how to combine them with other language features, check out our guide to Java Streams:

>> Join Pro and download the eBook

eBook – Persistence – NPI EA (cat=Persistence)
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Working on getting your persistence layer right with Spring?

Explore the eBook

Course – LS – NPI EA (cat=REST)

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Get started with Spring Boot and with core Spring, through the Learn Spring course:

>> CHECK OUT THE COURSE

Partner – Moderne – NPI EA (tag=Refactoring)
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Modern Java teams move fast — but codebases don’t always keep up. Frameworks change, dependencies drift, and tech debt builds until it starts to drag on delivery. OpenRewrite was built to fix that: an open-source refactoring engine that automates repetitive code changes while keeping developer intent intact.

The monthly training series, led by the creators and maintainers of OpenRewrite at Moderne, walks through real-world migrations and modernization patterns. Whether you’re new to recipes or ready to write your own, you’ll learn practical ways to refactor safely and at scale.

If you’ve ever wished refactoring felt as natural — and as fast — as writing code, this is a good place to start.

eBook Jackson – NPI EA – 3 (cat = Jackson)