eBook – Guide Spring Cloud – NPI EA (cat=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.

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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.

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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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eBook – Persistence – NPI EA (cat=Persistence)
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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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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.

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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:

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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

1. Introduction

In this tutorial, we’ll explore multiple approaches to solving the FizzBuzz programming puzzle in Java.

2. Problem Statement

FizzBuzz is a classic programming problem used to teach division to school children. However, in 2007, Imran Ghory popularized it as a coding interview question. Thereafter, the programming community consistently uses the FizzBuzz problem to test the fundamental concepts, such as conditional logic, modular arithmetic, and code organization.

The problem statement is simple. We are given an integer n, and we print text as we iterate from 1 to n with the following rules:

  1. For multiples of only 3, we print “Fizz.”
  2. For multiples of only 5, we print “Buzz.”
  3. For multiples of both 3 and 5, we print “FizzBuzz.”
  4. Else we print the number.

As an example, given n = 15, the output should be:

1, 2, Fizz, 4, Buzz, Fizz, 7, 8, Fizz, Buzz, 11, Fizz, 13, 14, FizzBuzz.

3. Naive Approach

The default solution is to use the modulo operator (%) to check for divisibility:

public List<String> fizzBuzzNaive(int n) {
    List<String> result = new ArrayList<>();
    for (int i = 1; i <= n; i++) {
        if (i % 3 == 0 && i % 5 == 0) {
            result.add("FizzBuzz");
        } else if (i % 3 == 0) {
            result.add("Fizz");
        } else if (i % 5 == 0) {
            result.add("Buzz");
        } else {
            result.add(String.valueOf(i));
        }
    }
    return result;
}

The order of conditions matters. We must check for divisibility by both 3 and 5 first; otherwise, depending on the order of the individual checks, a number like 15 would incorrectly output “Fizz” or “Buzz” instead of “FizzBuzz“.

4. Concatenation Approach

Here, we use StringBuilder from Java to perform string concatenation, thereby avoiding the explicit check for divisibility by 15. To avoid the overhead of repeatedly instantiating a new StringBuilder in every iteration, we reuse a single instance and clear it using setLength(0):

public List<String> fizzBuzzConcatenation(int n) {
    List<String> result = new ArrayList<>();
    StringBuilder output = new StringBuilder();
    for (int i = 1; i <= n; i++) {
        if (i % 3 == 0) {
            output.append("Fizz");
        }
        if (i % 5 == 0) {
            output.append("Buzz");
        }
        result.add(output.length() > 0 ? output.toString() : String.valueOf(i));
        output.setLength(0);
    }
    return result;
}

This approach handles the “FizzBuzz” case by default. How? When a number is divisible by both 3 and 5, we trigger both conditions. As a result, we append “Fizz” followed by “Buzz“.

This code is more maintainable when new conditions are added. To add a new condition, we only need to write an if statement. Thus, this solution is more readable compared to the naive method, which has multiple if-then-else blocks. However, having many conditions, each in its own if-block, will also make the code difficult to read.

5. Counter-Based Approach

The modulo operation is computationally expensive for large values of n. We can eliminate it using counters. As before, we reuse a single StringBuilder instance:

public List<String> fizzBuzzCounter(int n) {
    List<String> result = new ArrayList<>();
    StringBuilder output = new StringBuilder();
    int fizz = 0;
    int buzz = 0;
    for (int i = 1; i <= n; i++) {
        fizz++;
        buzz++;
        if (fizz == 3) {
            output.append("Fizz");
            fizz = 0;
        }
        if (buzz == 5) {
            output.append("Buzz");
            buzz = 0;
        }
        result.add(output.length() > 0 ? output.toString() : String.valueOf(i));
        output.setLength(0);
    }
    return result;
}

In this approach, we use two counters to track the delta from the last multiple of 3 and the last multiple of 5. When a counter reaches its target value, we append the corresponding word to the StringBuilder and reset the counter to zero. This method also takes O(n) time and O(n) space.

6. Testing

To begin with, we create the FizzBuzzUnitTest class:

class FizzBuzzUnitTest {
    private FizzBuzz fizzBuzz;
    private static final List GROUND_TRUTH_SEQUENCE_LENGTH_5 = generateGroundTruth(5);
    private static final List GROUND_TRUTH_SEQUENCE_LENGTH_100 = generateGroundTruth(100);

    @BeforeEach
    void setUp() {
        fizzBuzz = new FizzBuzz();
    }

    private static List generateGroundTruth(int n) {
        return IntStream.rangeClosed(1, n)
            .mapToObj(i -> {
                if (i % 15 == 0) return "FizzBuzz";
                if (i % 3 == 0) return "Fizz";
                if (i % 5 == 0) return "Buzz";
                return String.valueOf(i);
            })
            .collect(Collectors.toList());
    }
}

Here, we set the ground truth output for n = 5 in the variable GROUND_TRUTH_SEQUENCE_LENGTH_5, and for n = 100 in the variable GROUND_TRUTH_SEQUENCE_LENGTH_100.

We first test all three approaches for the case n < 15 by taking n = 5:

@Test
void givenSequenceLength5_whenAllMethods_thenReturnCorrectSequence() {
    List naiveResult = fizzBuzz.fizzBuzzNaive(5);
    List concatResult = fizzBuzz.fizzBuzzConcatenation(5);
    List counterResult = fizzBuzz.fizzBuzzCounter(5);

    assertAll(
        () -> assertEquals(GROUND_TRUTH_SEQUENCE_LENGTH_5, naiveResult,
            "fizzBuzzNaive should return correct sequence for n=5"),
        () -> assertEquals(GROUND_TRUTH_SEQUENCE_LENGTH_5, concatResult,
            "fizzBuzzConcatenation should return correct sequence for n=5"),
        () -> assertEquals(GROUND_TRUTH_SEQUENCE_LENGTH_5, counterResult,
            "fizzBuzzCounter should return correct sequence for n=5")
    );
}

The other test (for n = 100) is analogous.

7. Conclusion

In this article, we covered multiple approaches to solving the FizzBuzz problem in Java. We began with the naive modulo-based approach, then transitioned to string concatenation for simplicity and readability, and finally covered the optimized counter-based solution that eliminates modulo operations. The concatenation approach is more readable, but the counter-based approach performed best for larger values of n (>100).

As always, the complete source code is available over on GitHub.

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:

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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:

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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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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.

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