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:

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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:

>> 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:

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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 article, we’ll introduce the concept of Fail-Fast and Fail-Safe Iterators.

Fail-Fast systems abort operation as-fast-as-possible exposing failures immediately and stopping the whole operation.

Whereas, Fail-Safe systems don’t abort an operation in the case of a failure. Such systems try to avoid raising failures as much as possible.

2. Fail-Fast Iterators

Fail-fast iterators in Java don’t play along when the underlying collection gets modified.

Collections maintain an internal counter called modCount. Each time an item is added or removed from the Collection, this counter gets incremented.

When iterating, on each next() call, the current value of modCount gets compared with the initial value. If there’s a mismatch, it throws ConcurrentModificationException which aborts the entire operation.

Default iterators for Collections from java.util package such as ArrayList, HashMap, etc. are Fail-Fast.

ArrayList<Integer> numbers = // ...

Iterator<Integer> iterator = numbers.iterator();
while (iterator.hasNext()) {
    Integer number = iterator.next();
    numbers.add(50);
}

In the code snippet above, the ConcurrentModificationException gets thrown at the beginning of a next iteration cycle after the modification was performed.

The Fail-Fast behavior isn’t guaranteed to happen in all scenarios as it’s impossible to predict behavior in case of concurrent modifications. These iterators throw ConcurrentModificationException on a best effort basis.

If during iteration over a Collection, an item is removed using Iterator‘s remove() method, that’s entirely safe and doesn’t throw an exception.

However, if the Collection‘s remove() method is used for removing an element, it throws an exception:

ArrayList<Integer> numbers = // ...

Iterator<Integer> iterator = numbers.iterator();
while (iterator.hasNext()) {
    if (iterator.next() == 30) {
        iterator.remove(); // ok!
    }
}

iterator = numbers.iterator();
while (iterator.hasNext()) {
    if (iterator.next() == 40) {
        numbers.remove(2); // exception
    }
}

3. Fail-Safe Iterators

Fail-Safe iterators favor lack of failures over the inconvenience of exception handling.

Those iterators create a clone of the actual Collection and iterate over it. If any modification happens after the iterator is created, the copy still remains untouched. Hence, these Iterators continue looping over the Collection even if it’s modified.

However, it’s important to remember that there’s no such thing as a truly Fail-Safe iterator. The correct term is Weakly Consistent.

That means, if a Collection is modified while being iterated over, what the Iterator sees is weakly guaranteed. This behavior may be different for different Collections and is documented in Javadocs of each such Collection.

The Fail-Safe Iterators have a few disadvantages, though. One disadvantage is that the Iterator isn’t guaranteed to return updated data from the Collection, as it’s working on the clone instead of the actual Collection.

Another disadvantage is the overhead of creating a copy of the Collection, both regarding time and memory.

Iterators on Collections from java.util.concurrent package such as ConcurrentHashMap, CopyOnWriteArrayList, etc. are Fail-Safe in nature.

ConcurrentHashMap<String, Integer> map = new ConcurrentHashMap<>();

map.put("First", 10);
map.put("Second", 20);
map.put("Third", 30);
map.put("Fourth", 40);

Iterator<String> iterator = map.keySet().iterator();

while (iterator.hasNext()) {
    String key = iterator.next();
    map.put("Fifth", 50);
}

In the code snippet above, we’re using Fail-Safe Iterator. Hence, even though a new element is added to the Collection during the iteration, it doesn’t throw an exception.

The default iterator for the ConcurrentHashMap is weakly consistent. This means that this Iterator can tolerate concurrent modification, traverses elements as they existed when Iterator was constructed and may (but isn’t guaranteed to) reflect modifications to the Collection after the construction of the Iterator.

Hence, in the code snippet above, the iteration loops five times, which means it does detect the newly added element to the Collection.

4. Conclusion

In this tutorial, we’ve seen what Fail-Safe and Fail-Fast Iterators mean and how these are implemented in Java.

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:

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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:

>> 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)