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.

Partner – Microsoft – NPI EA (cat = Baeldung)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

Partner – Microsoft – NPI EA (cat= Spring Boot)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, you can get started over on the documentation page.

And, you can also ask questions and leave feedback on the Azure Container Apps GitHub page.

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 – 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:

>> Join Pro and download the eBook

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 – All Access – NPI EA (cat= Spring)
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All Access is finally out, with all of my Spring courses. Learn JUnit is out as well, and Learn Maven is coming fast. And, of course, quite a bit more affordable. Finally.

>> GET THE COURSE
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 – LambdaTest – NPI EA (cat=Testing)
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End-to-end testing is a very useful method to make sure that your application works as intended. This highlights issues in the overall functionality of the software, that the unit and integration test stages may miss.

Playwright is an easy-to-use, but powerful tool that automates end-to-end testing, and supports all modern browsers and platforms.

When coupled with LambdaTest (an AI-powered cloud-based test execution platform) it can be further scaled to run the Playwright scripts in parallel across 3000+ browser and device combinations:

>> Automated End-to-End Testing With Playwright

Course – Spring Sale 2025 – NPI EA (cat= Baeldung)
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Yes, we're now running our Spring Sale. All Courses are 25% off until 26th May, 2025:

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Course – Spring Sale 2025 – NPI (cat=Baeldung)
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Yes, we're now running our Spring Sale. All Courses are 25% off until 26th May, 2025:

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eBook – Java Streams – NPI (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

1. Overview

In this quick tutorial, we’re going to talk about the toMap() method of the Collectors class. We’ll use it to collect Streams into a Map instance.

For all the examples covered here, we’ll use a list of books as a starting point and transform it into different Map implementations.

Further reading:

Guide to Java Collectors

The article discusses Java 8 Collectors, showing examples of built-in collectors, as well as showing how to build custom collector.

Collect a Java Stream to an Immutable Collection

Learn how to collect Java Streams to immutable Collections.

2. List to Map

We’ll start with the simplest case, by transforming a List into a Map.

Here is how we define our Book class:

class Book {
    private String name;
    private int releaseYear;
    private String isbn;
    
    // getters and setters
}

And we’ll create a list of books to validate our code:

List<Book> bookList = new ArrayList<>();
bookList.add(new Book("The Fellowship of the Ring", 1954, "0395489318"));
bookList.add(new Book("The Two Towers", 1954, "0345339711"));
bookList.add(new Book("The Return of the King", 1955, "0618129111"));

For this scenario we’ll use the following overload of the toMap() method:

Collector<T, ?, Map<K,U>> toMap(Function<? super T, ? extends K> keyMapper,
  Function<? super T, ? extends U> valueMapper)

With toMap, we can indicate strategies for how to get the key and value for the map:

public Map<String, String> listToMap(List<Book> books) {
    return books.stream().collect(Collectors.toMap(Book::getIsbn, Book::getName));
}

And we can easily validate that it works:

@Test
public void whenConvertFromListToMap() {
    assertTrue(convertToMap.listToMap(bookList).size() == 3);
}

3. Solving Key Conflicts

The example above worked well, but what would happen with a duplicate key?

Let’s imagine that we keyed our Map by each Book‘s release year:

public Map<Integer, Book> listToMapWithDupKeyError(List<Book> books) {
    return books.stream().collect(
      Collectors.toMap(Book::getReleaseYear, Function.identity()));
}

Given our earlier list of books, we’d see an IllegalStateException:

@Test(expected = IllegalStateException.class)
public void whenMapHasDuplicateKey_without_merge_function_then_runtime_exception() {
    convertToMap.listToMapWithDupKeyError(bookList);
}

To resolve it, we need to use a different method with an additional parameter, the mergeFunction:

Collector<T, ?, M> toMap(Function<? super T, ? extends K> keyMapper,
  Function<? super T, ? extends U> valueMapper,
  BinaryOperator<U> mergeFunction)

Let’s introduce a merge function that indicates that, in the case of a collision, we keep the existing entry:

public Map<Integer, Book> listToMapWithDupKey(List<Book> books) {
    return books.stream().collect(Collectors.toMap(Book::getReleaseYear, Function.identity(),
      (existing, replacement) -> existing));
}

Or in other words, we get first-win behavior:

@Test
public void whenMapHasDuplicateKeyThenMergeFunctionHandlesCollision() {
    Map<Integer, Book> booksByYear = convertToMap.listToMapWithDupKey(bookList);
    assertEquals(2, booksByYear.size());
    assertEquals("0395489318", booksByYear.get(1954).getIsbn());
}

4. Other Map Types

By default, a toMap() method will return a HashMap.

But we can return different Map implementations:

Collector<T, ?, M> toMap(Function<? super T, ? extends K> keyMapper,
  Function<? super T, ? extends U> valueMapper,
  BinaryOperator<U> mergeFunction,
  Supplier<M> mapSupplier)

where the mapSupplier is a function that returns a new, empty Map with the results.

4.1. List to ConcurrentMap

Let’s take the same example and add a mapSupplier function to return a ConcurrentHashMap:

public Map<Integer, Book> listToConcurrentMap(List<Book> books) {
    return books.stream().collect(Collectors.toMap(Book::getReleaseYear, Function.identity(),
      (o1, o2) -> o1, ConcurrentHashMap::new));
}

We’ll go on and test our code:

@Test
public void whenCreateConcurrentHashMap() {
    assertTrue(convertToMap.listToConcurrentMap(bookList) instanceof ConcurrentHashMap);
}

4.2. Sorted Map

Lastly, let’s see how to return a sorted map. For that, we’ll use a TreeMap as a mapSupplier parameter.

Because a TreeMap is sorted according to the natural ordering of its keys by default, we don’t have to explicitly sort the books ourselves:

public TreeMap<String, Book> listToSortedMap(List<Book> books) {
    return books.stream() 
      .collect(
        Collectors.toMap(Book::getName, Function.identity(), (o1, o2) -> o1, TreeMap::new));
}

So in our case, the returned TreeMap will be sorted in alphabetical order by the book name:

@Test
public void whenMapisSorted() {
    assertTrue(convertToMap.listToSortedMap(bookList).firstKey().equals(
      "The Fellowship of the Ring"));
}

5. Conclusion

In this article, we looked into the toMap() method of the Collectors class. It allows us to create a new Map from a Stream.

We also learned how to resolve key conflicts and create different map implementations.

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.

Partner – Microsoft – NPI EA (cat = Spring Boot)
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Azure Container Apps is a fully managed serverless container service that enables you to build and deploy modern, cloud-native Java applications and microservices at scale. It offers a simplified developer experience while providing the flexibility and portability of containers.

Of course, Azure Container Apps has really solid support for our ecosystem, from a number of build options, managed Java components, native metrics, dynamic logger, and quite a bit more.

To learn more about Java features on Azure Container Apps, visit the documentation page.

You can also ask questions and leave feedback on the Azure Container Apps GitHub page.

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)
announcement - icon

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?

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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:

>> CHECK OUT THE COURSE

Course – Spring Sale 2025 – NPI EA (cat= Baeldung)
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Yes, we're now running our Spring Sale. All Courses are 25% off until 26th May, 2025:

>> EXPLORE ACCESS NOW

Course – Spring Sale 2025 – NPI (All)
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Yes, we're now running our Spring Sale. All Courses are 25% off until 26th May, 2025:

>> EXPLORE ACCESS NOW

eBook – Java Streams – NPI (cat=Java Streams)
announcement - icon

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 Jackson – NPI EA – 3 (cat = Jackson)