How do I stop apps from tracking my info?

I know its almost inevitable that apps track us, but does anyone have any good advice on how to minimize the amount of information they take from us? With a lot of sensitive information on our phones like mobile banking apps, how do we avoid data theft on our phones? Any good applications?