You can use "graphql-webclient-spring-boot-starter" library that is available at:
https://github.com/graphql-java-kickstart/graphql-spring-webclient
<!-- https://mvnrepository.com/artifact/com.graphql-java-kickstart/graphql-webclient-spring-boot-starter -->
<dependency>
  <groupId>com.graphql-java-kickstart</groupId>
  <artifactId>graphql-webclient-spring-boot-starter</artifactId>
  <version>1.0.0</version>
</dependency>
A sample implementation can be something like this:
Assuming that you have MyEntity object:
public class MyEntity
{
    String field1;
    String field2;
    String field3;
    //getter and setters here
}
Also you have two graphql query files under "src/main/resources" folder:
query1.graphql:
#query1.graphql
#this query returns a list of some_detail_entity
query getDetailListByRefNumber($RefNumber: String!){
    some_detail_entity(where: {RefNumber : { _eq: $RefNumber } }) {
        field1
        field2
        field3 
    } 
}
query2.graphql:
#query2.graphql
#this query returns a single some_detail_entity
query getDetailByRefNumber($RefNumber: String!){
    some_detail_entity_by_pk(RefNumber : $RefNumber) {
        field1
        field2
        field3 
    } 
}
You can use this snippet to call graphql server to query & fetch some data:
ObjectMapper objectMapper = new ObjectMapper();
WebClient webClient = WebClient.builder()
.baseUrl("https://endpoint-url-of-graphql.com")//url of graphql instance
.defaultHeader("auth-token", "some-cryptic-code-if-required")//if auth header not required, just delete this line
.build();
GraphQLWebClient graphqlClient = GraphQLWebClient.newInstance(webClient, objectMapper);
//if expecting a single entity (not array)
MyObject entity = graphqlClient.post("query2.graphql", 
Map.of("RefNumber", "A7EED900-9BB4-486F-9F7C-2136E61E2278"), MyEntity.class)
            .block();   
            
//if expecting a list of entity (array)
var response = graphqlClient.post(GraphQLRequest.builder().resource("query1.graphql")
        .variables(Map.of("RefNumber", "A7EED900-9BB4-486F-9F7C-2136E61E2278")).build())
                .block();   
List<MyEntity> entityList = response.getFirstList(MyEntity.class);