Normally when I whip cream I just whip it up, I don't put anything in it but it is nice with a bit of icing sugar and vanilla as they do in this video.
It looks like they used regular sugar. Does that dissolve when you whisk it into the cream? I would use icing sugar like you.
The vanilla is a nice touch.