To access a database on AWS, the following dependency is needed:
implementation('org.springframework.cloud:spring-cloud-starter-aws-jdbc:2.2.4.RELEASE')
As soon it is added to a Spring Boot project, it can not be started locally because it will throw exceptions like this one: