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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.

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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.

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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.

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eBook – Java Concurrency – NPI EA (cat=Java Concurrency)
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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:

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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.

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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:

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eBook – Jackson – NPI EA (cat=Jackson)
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Explore Spring Boot 3 and Spring 6 in-depth through building a full REST API with the framework:

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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:

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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:

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eBook – Reactive – NPI(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:

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1. Introduction

The popularity of RxJava has led to the creation of multiple third-party libraries that extend its functionality.

Many of those libraries were an answer to typical problems that developers were dealing with when using RxJava. RxRelay is one of these solutions.

2. Dealing With a Subject

Simply put, a Subject acts as a bridge between Observable and Observer. Since it’s an Observer, it can subscribe to one or more Observables and receive events from them.

Also, given it’s at the same time an Observable, it can reemit events or emit new events to its subscribers. More information about the Subject can be found in this article.

One of the issues with Subject is that after it receives onComplete() or onError() – it’s no longer able to move data. Sometimes it’s the desired behavior, but sometimes it’s not.

In cases when such behavior isn’t desired, we should consider using RxRelay.

3. Relay

A Relay is basically a Subject, but without the ability to call onComplete() and onError(), thus it’s constantly able to emit data.

This allows us to create bridges between different types of API without worrying about accidentally triggering the terminal state.

To use RxRelay we need to add the following dependency to our project:

<dependency>
  <groupId>com.jakewharton.rxrelay2</groupId>
  <artifactId>rxrelay</artifactId>
  <version>1.2.0</version>
</dependency>

4. Types of Relay

There’re three different types of Relay available in the library. We’ll quickly explore all three here.

4.1. PublishRelay

This type of Relay will reemit all events once the Observer has subscribed to it.

The events will be emitted to all subscribers:

public void whenObserverSubscribedToPublishRelay_itReceivesEmittedEvents() {
    PublishRelay<Integer> publishRelay = PublishRelay.create();
    TestObserver<Integer> firstObserver = TestObserver.create();
    TestObserver<Integer> secondObserver = TestObserver.create();
    
    publishRelay.subscribe(firstObserver);
    firstObserver.assertSubscribed();
    publishRelay.accept(5);
    publishRelay.accept(10);
    publishRelay.subscribe(secondObserver);
    secondObserver.assertSubscribed();
    publishRelay.accept(15);
    firstObserver.assertValues(5, 10, 15);
    
    // second receives only the last event
    secondObserver.assertValue(15);
}

There’s no buffering of events in this case, so this behavior is similar to a cold Observable.

4.2. BehaviorRelay

This type of Relay will reemit the most recent observed event and all subsequent events once the Observer has subscribed:

public void whenObserverSubscribedToBehaviorRelay_itReceivesEmittedEvents() {
    BehaviorRelay<Integer> behaviorRelay = BehaviorRelay.create();
    TestObserver<Integer> firstObserver = TestObserver.create();
    TestObserver<Integer> secondObserver = TestObserver.create();
    behaviorRelay.accept(5);     
    behaviorRelay.subscribe(firstObserver);
    behaviorRelay.accept(10);
    behaviorRelay.subscribe(secondObserver);
    behaviorRelay.accept(15);
    firstObserver.assertValues(5, 10, 15);
    secondObserver.assertValues(10, 15);
}

When we’re creating the BehaviorRelay we can specify the default value, which will be emitted, if there’re no other events to emit.

To specify the default value we can use createDefault() method:

public void whenObserverSubscribedToBehaviorRelay_itReceivesDefaultValue() {
    BehaviorRelay<Integer> behaviorRelay = BehaviorRelay.createDefault(1);
    TestObserver<Integer> firstObserver = new TestObserver<>();
    behaviorRelay.subscribe(firstObserver);
    firstObserver.assertValue(1);
}

If we don’t want to specify the default value, we can use the create() method:

public void whenObserverSubscribedToBehaviorRelayWithoutDefaultValue_itIsEmpty() {
    BehaviorRelay<Integer> behaviorRelay = BehaviorRelay.create();
    TestObserver<Integer> firstObserver = new TestObserver<>();
    behaviorRelay.subscribe(firstObserver);
    firstObserver.assertEmpty();
}

4.3. ReplayRelay

This type of Relay buffers all events it has received and then reemits it to all subscribers that subscribe to it:

 public void whenObserverSubscribedToReplayRelay_itReceivesEmittedEvents() {
    ReplayRelay<Integer> replayRelay = ReplayRelay.create();
    TestObserver<Integer> firstObserver = TestObserver.create();
    TestObserver<Integer> secondObserver = TestObserver.create();
    replayRelay.subscribe(firstObserver);
    replayRelay.accept(5);
    replayRelay.accept(10);
    replayRelay.accept(15);
    replayRelay.subscribe(secondObserver);
    firstObserver.assertValues(5, 10, 15);
    secondObserver.assertValues(5, 10, 15);
}

All elements are buffered and all subscribers will receive the same events, so this behavior is similar to the cold Observable.

When we’re creating the ReplayRelay we can provide maximal buffer size and time to live for events.

To create the Relay with limited buffer size we can use the createWithSize() method. When there’re more events to be buffered than the set buffer size, previous elements will be discarded:

public void whenObserverSubscribedToReplayRelayWithLimitedSize_itReceivesEmittedEvents() {
    ReplayRelay<Integer> replayRelay = ReplayRelay.createWithSize(2);
    TestObserver<Integer> firstObserver = TestObserver.create();
    replayRelay.accept(5);
    replayRelay.accept(10);
    replayRelay.accept(15);
    replayRelay.accept(20);
    replayRelay.subscribe(firstObserver);
    firstObserver.assertValues(15, 20);
}

We can also create ReplayRelay with max time to leave for buffered events using the createWithTime() method:

public void whenObserverSubscribedToReplayRelayWithMaxAge_thenItReceivesEmittedEvents() {
    SingleScheduler scheduler = new SingleScheduler();
    ReplayRelay<Integer> replayRelay =
      ReplayRelay.createWithTime(2000, TimeUnit.MILLISECONDS, scheduler);
    long current =  scheduler.now(TimeUnit.MILLISECONDS);
    TestObserver<Integer> firstObserver = TestObserver.create();
    replayRelay.accept(5);
    replayRelay.accept(10);
    replayRelay.accept(15);
    replayRelay.accept(20);
    Thread.sleep(3000);
    replayRelay.subscribe(firstObserver);
    firstObserver.assertEmpty();
}

5. Custom Relay

All types described above extend the common abstract class Relay, this gives us an ability to write our own custom Relay class.

To create a custom Relay we need to implement three methods: accept(), hasObservers() and subscribeActual().

Let’s write a simple Relay that will reemit event to one of the subscribers chosen at random:

public class RandomRelay extends Relay<Integer> {
    Random random = new Random();

    List<Observer<? super Integer>> observers = new ArrayList<>();

    @Override
    public void accept(Integer integer) {
        int observerIndex = random.nextInt() % observers.size();
        observers.get(observerIndex).onNext(integer);
    }

    @Override
    public boolean hasObservers() {
        return observers.isEmpty();
    }

    @Override
    protected void subscribeActual(Observer<? super Integer> observer) {
        observers.add(observer);
        observer.onSubscribe(Disposables.fromRunnable(
          () -> System.out.println("Disposed")));
    }
}

We can now test that only one subscriber will receive the event:

public void whenTwoObserversSubscribedToRandomRelay_thenOnlyOneReceivesEvent() {
    RandomRelay randomRelay = new RandomRelay();
    TestObserver<Integer> firstObserver = TestObserver.create();
    TestObserver<Integer> secondObserver = TestObserver.create();
    randomRelay.subscribe(firstObserver);
    randomRelay.subscribe(secondObserver);
    randomRelay.accept(5);
    if(firstObserver.values().isEmpty()) {
        secondObserver.assertValue(5);
    } else {
        firstObserver.assertValue(5);
        secondObserver.assertEmpty();
    }
}

6. Conclusion

In this tutorial, we had a look at RxRelay, a type similar to Subject but without the ability to trigger the terminal state.

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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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)
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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 – 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:

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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:

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eBook – Persistence – NPI EA (cat=Persistence)
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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

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