Will,
Deployment Manager only copies web part instances on webpages not the underlying web part code (dll assemblies, etc), which has to be pre-installed on the destination server (using the corresponding wsp package or .msi/.exe installer) for web parts to be copied successfully.
Thanks,
Alex