Partner – Microsoft – NPI EA (cat = Baeldung)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat= Spring Boot)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, you can get started over on the documentation page.

And, you can also ask questions and leave feedback on the Azure Container Apps GitHub page.

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

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 – MongoDB – NPI EA (tag=MongoDB)
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Traditional keyword-based search methods rely on exact word matches, often leading to irrelevant results depending on the user's phrasing.

By comparison, using a vector store allows us to represent the data as vector embeddings, based on meaningful relationships. We can then compare the meaning of the user’s query to the stored content, and retrieve more relevant, context-aware results.

Explore how to build an intelligent chatbot using MongoDB Atlas, Langchain4j and Spring Boot:

>> Building an AI Chatbot in Java With Langchain4j and MongoDB Atlas

Partner – LambdaTest – NPI EA (cat=Testing)
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Accessibility testing is a crucial aspect to ensure that your application is usable for everyone and meets accessibility standards that are required in many countries.

By automating these tests, teams can quickly detect issues related to screen reader compatibility, keyboard navigation, color contrast, and other aspects that could pose a barrier to using the software effectively for people with disabilities.

Learn how to automate accessibility testing with Selenium and the LambdaTest cloud-based testing platform that lets developers and testers perform accessibility automation on over 3000+ real environments:

Automated Accessibility Testing With Selenium

1. Overview

In this quick tutorial, we’ll be discussing how to monitor key metrics in Java. We’ll focus on disk space, memory usage, and thread data – using only core Java APIs.

In our first example, we’ll make use of the File class to query specific disk information.

Then, we’ll analyze memory usage and processor information by diving into the ManagementFactory class.

Finally, we’ll touch on how to monitor these key metrics at runtime using Java Profilers.

2. Introduction to the File Class

Simply put, the File class represents an abstraction of a file or directory. It can be used to obtain key information about the file system and maintain OS independence regarding file paths. In this tutorial, we’ll be using this class to examine root partitions on both Windows and Linux machines.

3. ManagementFactory

Java provides the ManagementFactory class as a factory for getting managed beans (MXBeans) containing specific information about the JVM. We’ll be examining two in the following code examples:

3.1. MemoryMXBean

The MemoryMXBean represents the management interface for the memory system of the JVM. On runtime, the JVM creates a single instance of this interface which we can retrieve using the ManagementFactory‘s getMemoryMXBean() method.

3.2. ThreadMXBean

Similarly to MemoryMXBean, ThreadMXBean is the management interface for the thread system of the JVM. It can be called using the getThreadMXBean() method and holds key data regarding threads.

In the following examples, we’ll be using the ThreadMXBean to get our hands on the JVM’s ThreadInfo class – which contains specific information regarding threads running on the JVM.

3. Monitoring Disk Usage

In this code example, we’ll use the File class to contain key information about partitions. The following example will return the free, total and available space from the C: drive on a Windows machine:

File cDrive = new File("C:");
System.out.println(String.format("Total space: %.2f GB",
  (double)cDrive.getTotalSpace() /1073741824));
System.out.println(String.format("Free space: %.2f GB", 
  (double)cDrive.getFreeSpace() /1073741824));
System.out.println(String.format("Usable space: %.2f GB", 
  (double)cDrive.getUsableSpace() /1073741824));

Similarly, we can return the same information for the root directory of a Linux machine:

File root = new File("/");
System.out.println(String.format("Total space: %.2f GB", 
  (double)root.getTotalSpace() /1073741824));
System.out.println(String.format("Free space: %.2f GB", 
  (double)root.getFreeSpace() /1073741824));
System.out.println(String.format("Usable space: %.2f GB", 
  (double)root.getUsableSpace() /1073741824));

The above code prints out the total, free and usable space for the defined file. By default, the above methods provide the number of bytes. We’ve converted these bytes into gigabytes to make the result much more human readable.

4. Monitoring Memory Usage

We’ll now use the ManagementFactory class to query the memory available to the JVM by calling the MemoryMXBean.

In this example, we’ll focus primarily on querying heap memory. It is important to note that non-heap memory can also be queried using MemoryMXBean:

MemoryMXBean memoryMXBean = ManagementFactory.getMemoryMXBean();
System.out.println(String.format("Initial memory: %.2f GB", 
  (double)memoryMXBean.getHeapMemoryUsage().getInit() /1073741824));
System.out.println(String.format("Used heap memory: %.2f GB", 
  (double)memoryMXBean.getHeapMemoryUsage().getUsed() /1073741824));
System.out.println(String.format("Max heap memory: %.2f GB", 
  (double)memoryMXBean.getHeapMemoryUsage().getMax() /1073741824));
System.out.println(String.format("Committed memory: %.2f GB", 
  (double)memoryMXBean.getHeapMemoryUsage().getCommitted() /1073741824));

The above example returns the initial, used, max and committed memory respectively. Here’s a short explanation of what that means:

  • Initial: Initial memory the JVM requests from the OS during startup
  • Used: The current amount of memory used by the JVM
  • Max: The maximum memory available to the JVM. If this limit is reached an OutOfMemoryException may be thrown
  • Committed: The amount of memory guaranteed to be available to the JVM

5. CPU Usage

Next, we’ll use the ThreadMXBean to gain a comprehensive list of ThreadInfo objects and query them to gain useful information regarding the current threads running on the JVM.

ThreadMXBean threadMXBean = ManagementFactory.getThreadMXBean();

for(Long threadID : threadMXBean.getAllThreadIds()) {
    ThreadInfo info = threadMXBean.getThreadInfo(threadID);
    System.out.println("Thread name: " + info.getThreadName());
    System.out.println("Thread State: " + info.getThreadState());
    System.out.println(String.format("CPU time: %s ns", 
      threadMXBean.getThreadCpuTime(threadID)));
  }

Firstly, the code gets a list of current threads using the getAllThreadIds method. For each thread, it then outputs the name and state of the thread followed by the CPU time for the thread in nanoseconds.

6. Monitoring Metrics Using Profilers

Finally, it’s worth mentioning that we can monitor these key metrics without using any Java code. Java Profilers closely monitor key constructs and operations at the JVM level and offer real-time analysis of memory, threads and more.

VisualVM is one such example of a Java profiler and has been bundled with the JDK since Java 6.  Many integrated development environments (IDE)s contain plugins to leverage profilers whilst developing new code. You can learn more about Java Profilers and VisualVM here.

7. Conclusion

In this article, we’ve touched on using core Java APIs to query key information about disk usage, memory management, and thread information.

We’ve looked at multiple examples of using the File and ManagmentFactory classes to obtain these metrics.

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 – Microsoft – NPI EA (cat = Baeldung)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat = Spring Boot)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Orkes – NPI EA (cat = Spring)
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.

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

Explore the eBook

Partner – MongoDB – NPI EA (tag=MongoDB)
announcement - icon

Traditional keyword-based search methods rely on exact word matches, often leading to irrelevant results depending on the user's phrasing.

By comparison, using a vector store allows us to represent the data as vector embeddings, based on meaningful relationships. We can then compare the meaning of the user’s query to the stored content, and retrieve more relevant, context-aware results.

Explore how to build an intelligent chatbot using MongoDB Atlas, Langchain4j and Spring Boot:

>> Building an AI Chatbot in Java With Langchain4j and MongoDB Atlas

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

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