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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.

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eBook – Jackson – NPI EA (cat=Jackson)
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eBook – Persistence – NPI EA (cat=Persistence)
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Course – LS – NPI EA (cat=Jackson)
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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.

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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.

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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. Overview

In this article, we will be looking at PCollections, a Java library providing persistent, immutable collections.

Persistent data structures (collections) can’t be modified directly during the update operation, rather a new object with the result of the update operation is returned. They are not only immutable but also persistent – which means that after modification is performed, previous versions of the collection remain unchanged.

PCollections is analogous to and compatible with the Java Collections framework.

2. Dependencies

Let’s add the following dependency to our pom.xml for us to use PCollections in our project:

<dependency>
    <groupId>org.pcollections</groupId>
    <artifactId>pcollections</artifactId>
    <version>2.1.2</version>
</dependency>

If our project is Gradle based, we can add the same artifact to our build.gradle file:

compile 'org.pcollections:pcollections:2.1.2'

The latest version can be found on Maven Central.

3. Map Structure (HashPMap)

HashPMap is a persistent map data structure. It is the analog for java.util.HashMap used for storing non-null, key-value data.

We can instantiate HashPMap by using convenient static methods in HashTreePMap. These static methods return a HashPMap instance that is backed by an IntTreePMap.

The static empty() method of the HashTreePMap class creates an empty HashPMap that has no elements – just like using the default constructor of java.util.HashMap:

HashPMap<String, String> pmap = HashTreePMap.empty();

There are two other static methods that we can use to create HashPMap. The singleton() method creates a HashPMap with only one entry:

HashPMap<String, String> pmap1 = HashTreePMap.singleton("key1", "value1");
assertEquals(pmap1.size(), 1);

The from() method creates a HashPMap from an existing java.util.HashMap instance (and other java.util.Map implementations):

Map map = new HashMap();
map.put("mkey1", "mval1");
map.put("mkey2", "mval2");

HashPMap<String, String> pmap2 = HashTreePMap.from(map);
assertEquals(pmap2.size(), 2);

Although HashPMap inherits some of the methods from java.util.AbstractMap and java.util.Map, it has methods that are unique to it.

The minus() method removes a single entry from the map while the minusAll() method removes multiple entries. There’s also the plus() and plusAll() methods that add single and multiple entries respectively:

HashPMap<String, String> pmap = HashTreePMap.empty();
HashPMap<String, String> pmap0 = pmap.plus("key1", "value1");

Map map = new HashMap();
map.put("key2", "val2");
map.put("key3", "val3");
HashPMap<String, String> pmap1 = pmap0.plusAll(map);

HashPMap<String, String> pmap2 = pmap1.minus("key1");

HashPMap<String, String> pmap3 = pmap2.minusAll(map.keySet());

assertEquals(pmap0.size(), 1);
assertEquals(pmap1.size(), 3);
assertFalse(pmap2.containsKey("key1"));
assertEquals(pmap3.size(), 0);

It’s important to note that calling put() on pmap will throw an UnsupportedOperationException. Since PCollections objects are persistent and immutable, every modifying operation returns a new instance of an object (HashPMap).

Let’s move on to look at other data structures.

4. List Structure (TreePVector and ConsPStack)

TreePVector is a persistent analog of java.util.ArrayList while ConsPStack is the analog of java.util.LinkedList. TreePVector and ConsPStack have convenient static methods for creating new instances – just like HashPMap.

The empty() method creates an empty TreePVector, while the singleton() method creates a TreePVector with only one element. There’s also the from() method that can be used to create an instance of TreePVector from any java.util.Collection.

ConsPStack has static methods with the same name that achieve the same goal.

TreePVector has methods for manipulating it. It has the minus() and minusAll() methods for removal of element(s); the plus(), and plusAll() for addition of element(s).

The with() is used to replace an element at a specified index, and the subList() gets a range of elements from the collection.

These methods are available in ConsPStack as well.

Let’s consider the following code snippet that exemplifies the methods mentioned above:

TreePVector pVector = TreePVector.empty();

TreePVector pV1 = pVector.plus("e1");
TreePVector pV2 = pV1.plusAll(Arrays.asList("e2", "e3", "e4"));
assertEquals(1, pV1.size());
assertEquals(4, pV2.size());

TreePVector pV3 = pV2.minus("e1");
TreePVector pV4 = pV3.minusAll(Arrays.asList("e2", "e3", "e4"));
assertEquals(pV3.size(), 3);
assertEquals(pV4.size(), 0);

TreePVector pSub = pV2.subList(0, 2);
assertTrue(pSub.contains("e1") && pSub.contains("e2"));

TreePVector pVW = (TreePVector) pV2.with(0, "e10");
assertEquals(pVW.get(0), "e10");

In the code snippet above, pSub is another TreePVector object and is independent of pV2. As can be observed, pV2 was not changed by the subList() operation; rather a new TreePVector object was created and filled with elements of pV2 from index 0 to 2.

This is what is meant by immutability and it is what happens with all modifying methods of PCollections.

5. Set Structure (MapPSet)

MapPSet is a persistent, map-backed, analog of java.util.HashSet. It can be conveniently instantiated by static methods of HashTreePSet – empty(), from() and singleton(). They function in the same way as explained in previous examples.

MapPSet has plus(), plusAll(), minus() and minusAll() methods for manipulating set data. Furthermore, it inherits methods from java.util.Set, java.util.AbstractCollection and java.util.AbstractSet:

MapPSet pSet = HashTreePSet.empty()     
  .plusAll(Arrays.asList("e1","e2","e3","e4"));
assertEquals(pSet.size(), 4);

MapPSet pSet1 = pSet.minus("e4");
assertFalse(pSet1.contains("e4"));

Finally, there’s also OrderedPSet – which maintains the insertion order of elements just like java.util.LinkedHashSet.

6. Conclusion

In conclusion, in this quick tutorial, we explored PCollections – the persistent data structures that are analogous to core collections we have available in Java. Of course, the PCollections Javadoc provides more insight into the intricacies of the library.

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.
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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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Course – LS – NPI EA (cat=REST)

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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)