Fresh cottage cheese is consistent throughout and tastes and smells fresh. Cottage cheese that's gone bad has three signs — what it looks like, smells like, and tastes like. If cottage cheese has an overly sour taste or has a very off-putting smell, it's gone bad. Also, if it is turning a yellowish color, has developed pockets of water, or is moldy, it's gone bad.