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 – 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:

>> 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

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.

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

In this article, we will be highlighting some of the important rules featured in code analysis tools like FindBugs, PMD and CheckStyle.

2. Cyclomatic Complexity

2.1. What Is Cyclomatic Complexity?

Code complexity is important, yet difficult metric to measure. PMD offers a solid set of rules under its Code Size Rules section, these rules are designed to detect violation regarding methods size and structure complexity.

CheckStyle is known for its ability to analyse code against coding standards, and formatting rules. However, it can also detect problems in classes/methods design by calculating some complexity metrics.

One of the most relevant complexity measurement featured in both tools is the CC (Cyclomatic Complexity).

CC value can be calculated by measuring the number of independent execution paths of a program.

For instance, the following method will yield a cyclomatic complexity of 3:

public void callInsurance(Vehicle vehicle) {
    if (vehicle.isValid()) {
        if (vehicle instanceof Car) {
            callCarInsurance();
        } else {
            delegateInsurance();
        }
    }
}

CC takes into account the nesting of conditional statements and multi-part boolean expressions.

Generally speaking, a code with a value higher than 11 in terms of CC, is considered very complex, and difficult de test and maintain.

Some common values used by static analysis tools are shown below:

  • 1-4: low complexity – easy to test
  • 5-7: moderate complexity – tolerable
  • 8-10: high complexity – refactoring should be considered to ease testing
  • 11 + very high complexity – very difficult to test

The complexity level also affects the testability of the code, the higher the CC, the higher the difficulty to implement pertinent tests. In fact, the cyclomatic complexity value shows exactly the number of test cases needed to achieve a 100% branches coverage score.

The flow graph associated with the callInsurance() method is:

flowgraph_cc-1

The possible execution paths are:

  • 0 => 3
  • 0 => 1 => 3
  • 0 => 2 => 3

Mathematically speaking, CC can be calculated using the following simple formula:

CC = E - N + 2P
  • E: Total number of edges
  • N: Total number of nodes
  • P: Total number of exit points

2.2. How to Reduce Cyclomatic Complexity ?

In order to write substantially less complex code, developers may tend to use different approaches, depending on the situation:

  • Avoid writing lengthy switch statements by using design patterns, e.g. the builder and strategy patterns may be good candidates to deal with code size and complexity issues
  • Write reusable and extensible methods by modularizing the code structure and implementing the Single Responsibility Principle
  • Following other PMD code size rules may have a direct impact on CC, e.g. excessive method length rule, too many fields in a single class, excessive parameters list in a single method…etc

You can also consider following principles and patterns regarding code size and complexity, e.g. the KISS (Keep It Simple and Stupid) principle, and DRY (Don’t Repeat Yourself).

3. Exception Handling Rules

Defects related to exceptions might be usual, but some of them are hugely underestimated and should be corrected to avoid critical dysfunctioning in production code.

PMD and FindBugs offer both a handful set of rules regarding exceptions. Here’s our pick of what may be considered critical in a Java program when handling exceptions.

3.1. Do Not Throw Exception in Finally

As you may already know, the finally{} block in Java is generally used for closing files and releasing resources, using it for other purposes might be considered as a code smell.

A typical error-prone routine is throwing an exception inside the finally{} block:

String content = null;
try {
    String lowerCaseString = content.toLowerCase();
} finally {
    throw new IOException();
}

This method is supposed to throw a NullPointerException, but surprisingly it throws an IOException, which may mislead the calling method to handle the wrong exception.

3.2. Returning in the finally Block

Using the return statement inside a finally{} block may be nothing but confusing. The reason why this rule is so important, it’s because whenever a code throws an exception, it gets discarded by the return statement.

For example, the following code runs with no errors whatsoever:

String content = null;
try {
    String lowerCaseString = content.toLowerCase();
} finally {
    return;
}

A NullPointerException was not caught, yet, still discarded by the return statement in the finally block.

3.3. Failing to Close Stream on Exception

Closing streams is one of the main reasons why we use a finally block, but it’s not a trivial task as it seems to be.

The following code tries to close two streams in a finally block:

OutputStream outStream = null;
OutputStream outStream2 = null;
try {
    outStream = new FileOutputStream("test1.txt");
    outStream2  = new FileOutputStream("test2.txt");
    outStream.write(bytes);
    outStream2.write(bytes);
} catch (IOException e) {
    e.printStackTrace();
} finally {
    try {
        outStream.close();
        outStream2.close();
    } catch (IOException e) {
        // Handling IOException
    }
}

If the outStream.close() instruction throws an IOException, the outStream2.close() will be skipped.

A quick fix would be to use a separate try/catch block to close the second stream:

finally {
    try {
        outStream.close();
    } catch (IOException e) {
        // Handling IOException
    }
    try {
        outStream2.close();
    } catch (IOException e) {
        // Handling IOException
    }
}

If you want a nice way to avoid consecutive try/catch blocks, check the IOUtils.closeQuiety method from Apache commons, it makes it simple to handle streams closing without throwing an IOException.

5. Bad Practices

5.1. Class Defines compareto() and Uses Object.equals()

Whenever you implement the compareTo() method, don’t forget to do the same with the equals() method, otherwise, the results returned by this code may be confusing:

Car car = new Car();
Car car2 = new Car();
if(car.equals(car2)) {
    logger.info("They're equal");
} else {
    logger.info("They're not equal");
}
if(car.compareTo(car2) == 0) {
    logger.info("They're equal");
} else {
    logger.info("They're not equal");
}

Result:

They're not equal
They're equal

To clear confusions, it is recommended to make sure that Object.equals() is never called when implementing Comparable, instead, you should try to override it with something like this:

boolean equals(Object o) { 
    return compareTo(o) == 0; 
}

5.2. Possible Null Pointer Dereference

NullPointerException (NPE) is considered the most encountered Exception in Java programming, and FindBugs complains about Null PointeD dereference to avoid throwing it.

Here’s the most basic example of throwing an NPE:

Car car = null;
car.doSomething();

The easiest way to avoid NPEs is to perform a null check:

Car car = null;
if (car != null) {
    car.doSomething();
}

Null checks may avoid NPEs, but when used extensively, they certainly affect code readability.

So here’s some technics used to avoid NPEs without null checks:

6. Conclusion

In this article, we have done an overall look on some of the critical defects detected by static analysis tools, with basic guidelines to address appropriately the detected issues.

You can browse the full set of rules for each one of them by visiting the following links: FindBugs, PMD.

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:

>> EXPLORE ACCESS NOW

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:

>> 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.

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