I haven't spent any time playing around with Docker but experimented with Vagrant plus Virtual Box.

You need to understand that Docker is NOT any container-solution similar to OpenVZ, LXC, Jails, etc.

It's more like a layer between some container virtualisation or something like Vagrant plus VBox and the outer world. It enables you to use the virtualisation technology below to encapsulate your server / application. Then you can upload your server / application to some "repository" and spawn it everywhere (physical remote server, local host, clound).

Have a closer look here:
http://docs.docker.io/introduction/technology/#introduction

You can also use LXC for Docker as far as I understood from the few presentations I have watched on youtube.

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