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 – 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 – 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:

>> 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:

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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 – LJB – NPI EA (cat = Core Java)
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Code your way through and build up a solid, practical foundation of Java:

>> Learn Java Basics

Partner – LambdaTest – NPI EA (cat= Testing)
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Distributed systems often come with complex challenges such as service-to-service communication, state management, asynchronous messaging, security, and more.

Dapr (Distributed Application Runtime) provides a set of APIs and building blocks to address these challenges, abstracting away infrastructure so we can focus on business logic.

In this tutorial, we'll focus on Dapr's pub/sub API for message brokering. Using its Spring Boot integration, we'll simplify the creation of a loosely coupled, portable, and easily testable pub/sub messaging system:

>> Flexible Pub/Sub Messaging With Spring Boot and Dapr

Partner – Diagrid – NPI (cat= Testing)
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Distributed systems often come with complex challenges such as service-to-service communication, state management, asynchronous messaging, security, and more.

Dapr (Distributed Application Runtime) provides a set of APIs and building blocks to address these challenges, abstracting away infrastructure so we can focus on business logic.

In this tutorial, we'll focus on Dapr's pub/sub API for message brokering. Using its Spring Boot integration, we'll simplify the creation of a loosely coupled, portable, and easily testable pub/sub messaging system:

>> Flexible Pub/Sub Messaging With Spring Boot and Dapr

1. Introduction

InputStream is a common abstract class used for processing data. The data can originate from very different sources but using the class allows us to abstract from the origin and process it independently from a specific source.

However, when we write tests, we need actually to provide some solid implementation. In this tutorial, we’ll learn which of the available implementations we should choose or when it’s better to write our own.

2. InputStream Interface Basics

Before we jump into writing our own code, it’d be good for us to understand a little about how the InputStream interface is built. Fortunately, it’s pretty straightforward. To implement a simple InputStream, we only need to consider one method – read. It takes no parameters and returns the next byte of the stream as an int. If the InputStream has ended, it returns -1, signaling us to stop the processing.

2.1. Test Case

In this tutorial, we’ll test one method that processes text messages in the form of InputStream and returns the number of processed bytes. We’ll then assert that the correct number of bytes were read:

int bytesCount = processInputStream(someInputStream);
assertThat(bytesCount).isEqualTo(expectedNumberOfBytes);

What the processInputStream() method does internally is less relevant here, so we’re just using a very simple implementation:

public class MockingInputStreamUnitTest { 
    int processInputStream(InputStream inputStream) throws IOException {
        int count = 0;
        while(inputStream.read() != -1) {
            count++;
        }
        return count;
    }
}

2.2. Using the Naive Implementation

To better understand how InputStream works, we’ll write a simple implementation with a hardcoded message. Apart from the message, our implementation will have an index pointing to what byte of the message we should read next. Every time the read method is invoked, we’ll get one byte from the message and then increment the index.

Before we do that, we also need to check if we haven’t already read all the bytes from the message. If so, we need to return -1:

public class MockingInputStreamUnitTest {

@Test
public void givenSimpleImplementation_shouldProcessInputStream() throws IOException {
    int byteCount = processInputStream(new InputStream() {
        private final byte[] msg = "Hello World".getBytes();
        private int index = 0;
        @Override
        public int read() {
            if (index >= msg.length) {
                return -1;
            }
            return msg[index++];
        }
    });
    assertThat(byteCount).isEqualTo(11);
}

3. Using ByteArrayInputStream

If we are absolutely sure that the whole data payload will fit into the memory, the simplest choice is ByteArrayInputStream. We provide an array of bytes to the constructor, then the stream iterates through it, byte by byte, in a similar fashion to the example from the previous section:

String msg = "Hello World";
int bytesCount = processInputStream(new ByteArrayInputStream(msg.getBytes()));
assertThat(bytesCount).isEqualTo(11);

4. Using FileInputStream

If we can save our data as a file, we can also load it in the form of FileInputStream. The advantage of this approach is that data won’t be loaded into memory as a whole but rather read from the disk when needed. If we place the file in the resources folder, we can use a convenient getResourceAsStream method to create InputStream directly from a path in one line of code:

InputStream inputStream = MockingInputStreamUnitTest.class.getResourceAsStream("/mockinginputstreams/msg.txt");
int bytesCount = processInputStream(inputStream);
assertThat(bytesCount).isEqualTo(11);

Note that in this example, an actual implementation of the InputStream will be BufferedFileInputStream. As the name suggests, it reads bigger chunks of data and stores them in the buffer. Thus it limits the number of reads from the disk.

5. Generating Data on the Fly

Sometimes we want to test if our system works properly with a large amount of data. We could just use a big file loaded from a disk, but that approach has some serious drawbacks. It’s not only a potential waste of space, but version control systems like git aren’t made to play nicely with big binary files. Fortunately, we don’t need to have all the data beforehand. Instead, we can generate it on the fly.

To achieve that, we need to implement our InputStream. Let’s start with defining fields and constructor:

public class GeneratingInputStream extends InputStream {
    private final int desiredSize;
    private final byte[] seed;
    private int actualSize = 0;

    public GeneratingInputStream(int desiredSize, String seed) {
        this.desiredSize = desiredSize;
        this.seed = seed.getBytes();
    }
}

The “desiredSize” variable will tell us when we should stop generating data. The “seed” variable will be a chunk of data that will be repeated. Finally,  the “actualSize” variable will help us track how many bytes we have returned. We need it because we don’t actually save any data. We only return the “current” byte.

Using the variables we defined, we can implement the read method:

@Override
public int read() {
    if (actualSize >= desiredSize) {
        return -1;
    }
    return seed[actualSize++ % seed.length];
}

First, we check if we achieved the desired size. If we did, we should return -1 so the stream’s consumer knows to stop reading. If we didn’t, we should return one byte from the seed. To determine which byte it should be, we use the modulo operator to get the remainder of dividing the actual size of generated data by the length of the seed.

6. Summary

In this tutorial, we looked into how we can deal with InputStreams in tests. We learned how the class is built and what implementations we can use for various scenarios. Finally, we learned how to write our own implementation to generate data on the fly.

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.

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

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)
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