Sweeteners: a sweet or sour aftertaste?

Traditionally used for their low-calorie sweetness in thousands of foods and drinks, sweeteners have received a lot of negative press over the years due to their suggested role in causing diseases in later life such as cancer. But what is the truth? Are they really a healthier alternative than sugar, or is their aftertaste more sour than sweet?