Export dashboard to PDF after embedded

How I can get Export to PDF after embedded site?

User can download the dashboard as pdf from the embedded site as like metabase.

You can't. You need to either pay for full app embedding or print to pdf or use some sort of plugin.
You might be able to do something in your embedding code too.