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.

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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.

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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

Partner – LambdaTest – NPI EA (cat=Testing)
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Browser testing is essential if you have a website or web applications that users interact with. Manual testing can be very helpful to an extent, but given the multiple browsers available, not to mention versions and operating system, testing everything manually becomes time-consuming and repetitive.

To help automate this process, Selenium is a popular choice for developers, as an open-source tool with a large and active community. What's more, we can further scale our automation testing by running on theLambdaTest cloud-based testing platform.

Read more through our step-by-step tutorial on how to set up Selenium tests with Java and run them on LambdaTest:

>> Automated Browser Testing With Selenium

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.

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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.

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.

1. Introduction

When working with GraphQL mutations, we often encounter situations where returning a fixed type is too limiting. For example, sometimes we may want to return a simple success message, and other times a detailed object depending on the input or business logic.

In this tutorial, we’ll explore how to return anydata from a GraphQL mutation using Java.

2. Understanding anydata

In the context of GraphQL, anydata refers to any type of value that a mutation can return to the client.

This can vary depending on the use case or the logic within the mutation. For example, the mutation might return:

  • A simple message (String)
  • A complex object (like a User)
  • A custom wrapper that includes multiple fields

GraphQL doesn’t have a built-in type like JavaScript’s any, so we define the schema to allow flexible return types.

3. Defining the GraphQL Schema

After setting up our dependencies, let’s move on to defining our GraphQL schema. This is where we describe the structure of our mutation and the types of data it can return.

We’ll create a file named schema.graphqls under the src/main/resources directory:

type Mutation {
    updateProfile(name: String!, type: String!): AnydataResponse
}

union AnydataResponse = SimpleMessage | UserProfile

type SimpleMessage {
    message: String!
}

type UserProfile {
    id: ID!
    name: String!
    status: String!
}

In this example, we define a mutation called updateProfile. Depending on the input, the mutation may return either a simple message or a detailed user profile. Since the return type can vary, we use the union type in GraphQL to support multiple return types under a single name.

4. Creating the Models in Java

Now that we’ve defined our GraphQL schema, let’s create the corresponding Java classes for each GraphQL type. These models represent the possible return values for our updateProfile mutation.

We’ll create the following classes:

  • A marker interface AnydataResponse
  • SimpleMessage
  • UserProfile

4.1. Marker Interface – AnydataResponse

Since GraphQL unions map to multiple Java types, let’s use a common marker interface that both return types implement:

public interface AnydataResponse {
}

This interface doesn’t have any methods. It’s only used to tell GraphQL Java that both SimpleMessage and UserProfile are valid types for the AnydataResponse union.

4.2. SimpleMessage

This class holds a basic String message:

public class SimpleMessage implements AnydataResponse {
    private String message;

    // constructor, setters and getters
}

4.3. UserProfile

This class represents a user profile:

public class UserProfile implements AnydataResponse {

    private String id;
    private String name;
    private String status;
    //constructor, setters and getters
}

5. Implementing the Mutation Resolver

Now that we’ve created our model classes, let’s implement the actual mutation logic in Java. This is where we define what happens when a client calls the updateProfile mutation:

public DataFetcher<AnydataResponse> updateProfile() {
    return new DataFetcher<AnydataResponse>() {
        @Override
        public AnydataResponse get(DataFetchingEnvironment environment) {
            String name = environment.getArgument("name");
            String type = environment.getArgument("type");

            if ("message".equalsIgnoreCase(type)) {
                return new SimpleMessage("Profile updated for: " + name);
            } else if ("user".equalsIgnoreCase(type)) {
                return new UserProfile("123", name, "ACTIVE");
            } else {
                return new SimpleMessage("Unknown type provided.");
            }
        }
    };
}

In this example, we define a method called updateProfile() that returns a DataFetcher, which is a standard way to implement custom logic in GraphQL Java. Inside the get() method of the DataFetcher, we retrieve the name and type arguments that are passed in by the client when calling the mutation.

We then use the type value to decide what kind of response to return. If the value of type is “message“, we create and return a SimpleMessage object that includes a short confirmation message. On the other hand, if the type is “user“, we return a complete UserProfile object.

6. Testing the Mutation

Now, we’ll set up the GraphQL engine, link the schema to the resolver, and write a basic unit test to ensure the mutation returns the expected results.

Let’s begin with a configuration class that initializes the GraphQL instance:

@Bean
public GraphQL graphQL() {
    SchemaParser schemaParser = new SchemaParser();
    SchemaGenerator schemaGenerator = new SchemaGenerator();

    TypeDefinitionRegistry typeRegistry = schemaParser.parse(
      new InputStreamReader(getClass().getResourceAsStream("/schema.graphqls"))
    );

    RuntimeWiring runtimeWiring = RuntimeWiring.newRuntimeWiring()
      .type("Mutation", builder ->
        builder.dataFetcher("updateProfile", new MutationResolver().updateProfile()))
      .build();

    GraphQLSchema schema = schemaGenerator.makeExecutableSchema(typeRegistry, runtimeWiring);
    return GraphQL.newGraphQL(schema).build();
}

Next, we can verify the mutation using a basic unit test:

String mutationMsg = "mutation { updateProfile(name: \"Alice\", type: \"message\") { ... on SimpleMessage { message } } }";
String mutationUser = "mutation { updateProfile(name: \"Bob\", type: \"user\") { ... on UserProfile { id name status } } }";

ExecutionResult result = graphQL.execute(ExecutionInput.newExecutionInput().query(mutationMsg).build());
Map<String, Object> data = result.getData();
Map<String, Object> updateProfile = (Map<String, Object>) data.get("updateProfile");

assertEquals("Profile updated for Alice", updateProfile.get("message"));
ExecutionResult result = graphQL.execute(ExecutionInput.newExecutionInput().query(mutationUser).build());
data = result.getData();
userProfile = (Map<String, Object>) data.get("updateProfile");

assertEquals("Bob", userProfile.get("name"));
assertEquals("ACTIVE", userProfile.get("status"));

In these examples, we invoke the updateProfile mutation with different input values to test the return types. The “… on” syntax uses GraphQL’s inline fragments to extract fields based on the actual return type – SimpleMessage or UserProfile.

7. Conclusion

In this article, we explored how to return anydata from a GraphQL mutation using unions and custom logic. This approach makes our API flexible and able to handle various response types easily. 

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 – 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?

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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)