Partner – Microsoft – NPI EA (cat = Baeldung)
announcement - icon

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)
announcement - icon

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)
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 – Guide Spring Cloud – NPI EA (cat=Spring Cloud)
announcement - icon

Let's get started with a Microservice Architecture with Spring Cloud:

>> Join Pro and download the eBook

eBook – Mockito – NPI EA (tag = Mockito)
announcement - icon

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)
announcement - icon

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)
announcement - icon

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)
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 – Jackson – NPI EA (cat=Jackson)
announcement - icon

Do JSON right with Jackson

Download the E-book

eBook – HTTP Client – NPI EA (cat=Http Client-Side)
announcement - icon

Get the most out of the Apache HTTP Client

Download the E-book

eBook – Maven – NPI EA (cat = Maven)
announcement - icon

Get Started with Apache Maven:

Download the E-book

eBook – Persistence – NPI EA (cat=Persistence)
announcement - icon

Working on getting your persistence layer right with Spring?

Explore the eBook

eBook – RwS – NPI EA (cat=Spring MVC)
announcement - icon

Building a REST API with Spring?

Download the E-book

Course – LS – NPI EA (cat=Jackson)
announcement - icon

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

>> LEARN SPRING
Course – RWSB – NPI EA (cat=REST)
announcement - icon

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)
announcement - icon

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)
announcement - icon

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)
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

Partner – LambdaTest – NPI EA (cat=Testing)
announcement - icon

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

eBook – Reactive – NPI(cat= Reactive)
announcement - icon

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 Concurrency – NPI (cat=Java Concurrency)
announcement - icon

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

1. Overview

There are several ways in Java that we can run tasks asynchronously. Built into Java, we have Future and CompletableFuture. We can also use the RxJava library, which gives us the Observable class. In this article, we’ll examine the differences between the three and the benefits and potential use cases for each.

2. Future

The Future interface first appeared in Java 5 and provides very limited functionality. An instance of a Future is a placeholder for a result that will be produced by an asynchronous process and may not yet be available. There is a small range of methods provided to help with this process. We can either cancel a task or get the result from a completed task and also check if a task has been canceled or completed.

To see this in action, let’s create an example asynchronous task. We’ll have an object and a Callable, which acts like it’s retrieving that object from a database. Our object can be very simple:

class TestObject {
    int dataPointOne;
    int dataPointTwo;
    TestObject() {
        dataPointOne = 10;
    }
    // Standard getters and setters
}

So on calling the constructor, we return an instance of TestObject with one of the data points set. We can now create a second class implementing the Callable interface to create that object for us:

class ObjectCallable implements Callable<TestObject> {
    @Override
    TestObject call() {
        return new TestObject();
    }
}

With both of those objects set up, we can write a test to fetch a TestObject using a Future:

@Test
void whenRetrievingObjectWithBasicFuture_thenExpectOnlySingleDataPointSet() throws ExecutionException, InterruptedException {
    ExecutorService exec = Executors.newSingleThreadExecutor();
    Future<TestObject> future = exec.submit(new ObjectCallable());
    TestObject retrievedObject = future.get();
    assertEquals(10, retrievedObject.getDataPointOne());
    assertEquals(0, retrievedObject.getDataPointTwo());
}

Here we’ve created an ExecutorService to which we can submit tasks. Next, we submitted our ObjectCallable class and received a Future in return. Finally, we can call get() on our Future to get the result. We see from the asserts that we have our object with a single data point populated.

3. CompletableFuture

CompletableFuture is an implementation of the Future interface that was released with Java 8. It extends the basic functionality of Future to let us have a lot more control over the results of our asynchronous operations. One of the biggest pieces of added functionality is the option to chain function calls onto the result of the initial task. Let’s see that in action here by repeating the task we did in the previous section. But this time, we want to hydrate the object after we retrieve it. Let’s create an object with a hydration method to populate the second data point in TestObject:

class ObjectHydrator {
    TestObject hydrateTestObject(TestObject testObject){
        testObject.setDataPointTwo(20);
        return testObject;
    }
}

We’ll also need to retrieve our initial TestObject from an implementation of Supplier this time:

class ObjectSupplier implements Supplier<TestObject> {
    @Override
    TestObject get() {
        return new TestObject();
    }
}

With both of those classes ready, let’s put them to use:

@Test
void givenACompletableFuture_whenHydratingObjectAfterRetrieval_thenExpectBothDataPointsSet() throws ExecutionException, InterruptedException {
    ExecutorService exec = Executors.newSingleThreadExecutor();
    ObjectHydrator objectHydrator = new ObjectHydrator();
    CompletableFuture<TestObject> future = CompletableFuture.supplyAsync(new ObjectSupplier(), exec)
      .thenApply(objectHydrator::hydrateTestObject);
    TestObject retrievedObject = future.get();
    assertEquals(10, retrievedObject.getDataPointOne());
    assertEquals(20, retrievedObject.getDataPointTwo());
}

This time we can see from the assertions that thanks to the ability to chain on the hydration method, we’ve got both data points set on our object.

4. RxJava’s Observable

RxJava is a library that lets us build event-driven and asynchronous programs following the reactive programming paradigm.

To use RxJava in our project, we’ll need to import it into our pom.xml:

<dependency>
    <groupId>io.reactivex.rxjava3</groupId>
    <artifactId>rxjava</artifactId>
    <version>3.1.6</version>
</dependency>

The latest version is available in the Maven Repository.

This library can do a lot, but today, we’ll focus on the Observable class. An Observable provides data to an Observer either on demand or whenever data becomes available. To run a task asynchronously, much like we did with Future and CompletableFuture, we can create an Observable which will produce data from an asynchronous source when requested:

@Test
void givenAnObservable_whenRequestingData_thenItIsRetrieved() {
    ObjectHydrator objectHydrator = new ObjectHydrator();
    Observable<TestObject> observable = Observable.fromCallable(new ObjectCallable()).map(objectHydrator::hydrateTestObject);
    observable.subscribe(System.out::println);
}

Here we’ve created an Observable from our ObjectCallable class and used map() to apply our hydrator. We then subscribe to the Observable and provide a method to handle the results. In our case, we’ve simply logged the results out. This gives exactly the same end result as our CompletableFuture implementation. The subscribe() method fills the same role as CompletableFutures get().

While we can clearly use RxJava for the same purpose as CompletableFuture, its main use case is the extensive amount of other functionality it provides. One example is performing the same task again but in a completely different way. We can create an Observable which will wait for data to arrive, and then data can be pushed to it from elsewhere:

@Test
void givenAnObservable_whenPushedData_thenItIsReceived() {
    PublishSubject<Integer> source = PublishSubject.create();
    Observable<Integer> observable = source.observeOn(Schedulers.computation());
    observable.subscribe(System.out::println, (throwable) -> System.out.println("Error"), () -> System.out.println("Done"));

    source.onNext(1);
    source.onNext(2);
    source.onNext(3);
    source.onComplete();
}

When run, this test produces the following output:

1
2
3
Done

So we’re able to subscribe to a data source that was not yet producing anything and simply wait. Once the data was ready, we pushed it onto the source with onNext() and were alerted through our subscription. This is an example of the reactive programming style RxJava allows for. We reacted to events and new data that an external source pushed to us instead of requesting it ourselves.

5. Conclusion

In this article, we’ve seen how the Future interface from early Java allows a useful but limited ability to execute tasks asynchronously and get results later. Next, we explored the benefits brought about by the newer implementation CompletableFuture. This gives us the ability to string together method calls and offers greater control over the whole process.

Finally, we saw that we could perform the same job with RxJava, but we also noted that it is an extensive library that allows us to do much more. We briefly looked at how with RxJava, we can push tasks asynchronously to an Observer while subscribing to a data stream indefinitely.

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)
announcement - icon

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)
announcement - icon

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)
announcement - icon

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)
announcement - icon

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)
announcement - icon

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)
announcement - icon

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)

announcement - icon

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

>> CHECK OUT THE COURSE

eBook – Java Concurrency – NPI (cat=Java Concurrency)
announcement - icon

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 Jackson – NPI EA – 3 (cat = Jackson)