I finally used the French salted butter that I bought in Paris for this candies and I'm telling you this is the best salted caramel candies ever.
I got the recipe from Inspired Taste. But as what I have said, I used salted butter and I also added a teaspoon of vanilla extract to the cream and butter mixture.