You have probably never gotten rid of the overgrowth of candida, but only some of the initial symptoms. What I suggest is you go on a complete candida diet, look at the 30 Day Candida Free Meal Plan as well as the Candida Diet Detox and Protocol. Do those and you should see some improvements.
Bakers yeast should be okay. Cranberry Juice I would avoid because the high sugar content.