Privacy issue!

Hi, I was wondering if there is any way that only my contacts can only see my what's app and not anyone else ? Like unknown numbers to me.

I don't want certain people knowing and stalking me on what's app, I've deleted their numbers but I want to be private and only have my contacts visible to my info and no one else, is that possible?