Elastic Beanstalk is a wrapper for multiple AWS services. The Docker multi container version uses ECS for containers. Using ECS directly can be more work but it also gives more control.

EB works the same way for VMs, it will integrate with EC2 for you or you can use EC2 directly instead of EB.