You can also use raw HTML in your Markdown, and it'll mostly work pretty well.
Note that inline HTML is disabled in the default Gitlab configuration, although it is [possible](https://github.com/gitlabhq/gitlabhq/pull/8007/commits) for the system administrator to enable it.