What are the advantages of Docker over PaaS solutions like Azure Cloud Services or AWS Beanstalk?

At work we have been using Azure's Cloud services for a very long time, so a lot of what docker seems to solve (same env for dev etc.) is not really a problem for us.

What other advantages can we gain from docker that we are not really getting today?