Course – Black Friday 2025 – NPI EA (cat= Baeldung)
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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 – Guide Spring Cloud – NPI EA (cat=Spring Cloud)
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Let's get started with a Microservice Architecture with Spring Cloud:

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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.

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

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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.

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

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

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

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

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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:

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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:

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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:

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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.

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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.

Course – Black Friday 2025 – NPI (cat=Baeldung)
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1. Introduction

RxJava is a Reactive Extensions Java implementation that allows us to write event-driven, and asynchronous applications. More information on how to use RxJava can be found in our intro article here.

RxJava 2 was rewritten from scratch, which brought multiple new features; some of which were created as a response for issues that existed in the previous version of the framework.

One of such features is the io.reactivex.Flowable.

2. Observable vs. Flowable

In the previous version of RxJava, there was only one base class for dealing with backpressure-aware and non-backpressure-aware sources – Observable.

RxJava 2 introduced a clear distinction between these two kinds of sources – backpressure-aware sources are now represented using a dedicated class – Flowable.

Observable sources don’t support backpressure. Because of that, we should use it for sources that we merely consume and can’t influence.

Also, if we’re dealing with a big number of elements, two possible scenarios connected with backpressure can occur depending on the type of the Observable.

In case of using a so-called cold Observable“, events are emitted lazily, so we’re safe from overflowing an observer.

When using a hot Observablehowever, this will continue to emit events, even if the consumer can’t keep up.

3. Creating a Flowable

There are different ways to create a Flowable. Conveniently for us, those methods look similar to the methods in Observable in the first version of RxJava.

3.1. Simple Flowable

We can create a Flowable using the just() method similarly as we could with Observable :

Flowable<Integer> integerFlowable = Flowable.just(1, 2, 3, 4);

Even though using the just() is quite simple, it isn’t very common to create a Flowable from static data, and it’s used for testing purposes.

3.2. Flowable from Observable

When we have an Observable we can easily transform it to Flowable using the toFlowable() method:

Observable<Integer> integerObservable = Observable.just(1, 2, 3);
Flowable<Integer> integerFlowable = integerObservable
  .toFlowable(BackpressureStrategy.BUFFER);

Notice that to be able to perform the conversion, we need to enrich the Observable with a BackpressureStrategy. We’ll describe available strategies in the next section.

3.3. Flowable from FlowableOnSubscribe

RxJava 2 introduced a functional interface FlowableOnSubscribe, which represents a Flowable that starts emitting events after the consumer subscribes to it.

Due to that, all clients will receive the same set of events, which makes FlowableOnSubscribe backpressure-safe.

When we have the FlowableOnSubscribe we can use it to create the Flowable:

FlowableOnSubscribe<Integer> flowableOnSubscribe
 = flowable -> flowable.onNext(1);
Flowable<Integer> integerFlowable = Flowable
  .create(flowableOnSubscribe, BackpressureStrategy.BUFFER);

The documentation describes many more methods to create Flowable.

4. Flowable BackpressureStrategy

Some methods like toFlowable() or create() take a BackpressureStrategy as an argument.

The BackpressureStrategy is an enumeration, which defines the backpressure behavior that we’ll apply to our Flowable.

It can cache or drop events or not implement any behavior at all, in the last case, we will be responsible for defining it, using backpressure operators.

BackpressureStrategy is similar to BackpressureMode present in the previous version of RxJava.

There are five different strategies available in RxJava 2.

4.1. Buffer

If we use the BackpressureStrategy.BUFFER, the source will buffer all the events until the subscriber can consume them:

public void thenAllValuesAreBufferedAndReceived() {
    List testList = IntStream.range(0, 100000)
      .boxed()
      .collect(Collectors.toList());
 
    Observable observable = Observable.fromIterable(testList);
    TestSubscriber<Integer> testSubscriber = observable
      .toFlowable(BackpressureStrategy.BUFFER)
      .observeOn(Schedulers.computation()).test();

    testSubscriber.awaitTerminalEvent();

    List<Integer> receivedInts = testSubscriber.getEvents()
      .get(0)
      .stream()
      .mapToInt(object -> (int) object)
      .boxed()
      .collect(Collectors.toList());

    assertEquals(testList, receivedInts);
}

It’s similar to invoking onBackpressureBuffer() method on Flowable, but it doesn’t allow to define a buffer size or the onOverflow action explicitly.

4.2. Drop

We can use the BackpressureStrategy.DROP to discard the events that cannot be consumed instead of buffering them.

Again this is similar to using onBackpressureDrop() on Flowable:

public void whenDropStrategyUsed_thenOnBackpressureDropped() {
   
    Observable observable = Observable.fromIterable(testList);
    TestSubscriber<Integer> testSubscriber = observable
      .toFlowable(BackpressureStrategy.DROP)
      .observeOn(Schedulers.computation())
      .test();
    testSubscriber.awaitTerminalEvent();
    List<Integer> receivedInts = testSubscriber.getEvents()
      .get(0)
      .stream()
      .mapToInt(object -> (int) object)
      .boxed()
      .collect(Collectors.toList());

    assertThat(receivedInts.size() < testList.size());
    assertThat(!receivedInts.contains(100000));
 }

4.3. Latest

Using the BackpressureStrategy.LATEST will force the source to keep only the latest events, thus overwriting any previous values if the consumer can’t keep up:

public void whenLatestStrategyUsed_thenTheLastElementReceived() {
  
    Observable observable = Observable.fromIterable(testList);
    TestSubscriber<Integer> testSubscriber = observable
      .toFlowable(BackpressureStrategy.LATEST)
      .observeOn(Schedulers.computation())
      .test();

    testSubscriber.awaitTerminalEvent();
    List<Integer> receivedInts = testSubscriber.getEvents()
      .get(0)
      .stream()
      .mapToInt(object -> (int) object)
      .boxed()
      .collect(Collectors.toList());

    assertThat(receivedInts.size() < testList.size());
    assertThat(receivedInts.contains(100000));
 }

BackpressureStrategy.LATEST and BackpressureStrategy.DROP look very similar when we look at the code.

However, BackpressureStrategy.LATEST will overwrite elements that our subscriber can’t handle and keep only the latest ones, hence the name.

BackpressureStrategy.DROP, on the other hand, will discard elements that can’t be handled. This means that newest elements won’t necessarily be emitted.

4.4. Error

When we’re using the BackpressureStrategy.ERROR, we’re simply saying that we don’t expect backpressure to occur. Consequently, a MissingBackpressureException should be thrown if the consumer can’t keep up with the source:

public void whenErrorStrategyUsed_thenExceptionIsThrown() {
    Observable observable = Observable.range(1, 100000);
    TestSubscriber subscriber = observable
      .toFlowable(BackpressureStrategy.ERROR)
      .observeOn(Schedulers.computation())
      .test();

    subscriber.awaitTerminalEvent();
    subscriber.assertError(MissingBackpressureException.class);
}

4.5. Missing

If we use the BackpressureStrategy.MISSING, the source will push elements without discarding or buffering.

The downstream will have to deal with overflows in this case:

public void whenMissingStrategyUsed_thenException() {
    Observable observable = Observable.range(1, 100000);
    TestSubscriber subscriber = observable
      .toFlowable(BackpressureStrategy.MISSING)
      .observeOn(Schedulers.computation())
      .test();
    subscriber.awaitTerminalEvent();
    subscriber.assertError(MissingBackpressureException.class);
}

In our tests, we’re excepting MissingbackpressureException for both ERROR and MISSING strategies. As both of them will throw such exception when the source’s internal buffer is overflown.

However, it’s worth to note that both of them have a different purpose.

We should use the former one when we don’t expect backpressure at all, and we want the source to throw an exception in case if it occurs.

The latter one could be used if we don’t want to specify a default behavior on the creation of the Flowable. And we’re going to use backpressure operators to define it later on.

5. Summary

In this tutorial, we’ve presented the new class introduced in RxJava 2 called Flowable.

To find more information about the Flowable itself and it’s API we can refer to the documentation.

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.
Course – Black Friday 2025 – NPI EA (cat= Baeldung)
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Yes, we're now running our Black Friday Sale. All Access and Pro are 33% off until 2nd December, 2025:

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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:

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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.

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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Working on getting your persistence layer right with Spring?

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Course – LS – NPI EA (cat=REST)

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

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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.

Course – Black Friday 2025 – NPI (All)
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eBook Jackson – NPI EA – 3 (cat = Jackson)