There is an idiom similar to this
"dried up"
it refers to a well that you drink from being dried up and then, thus not giving any more water. It is often used to talk about money now though
I very much like your "bubbles" analogy, but this isn't in English. Like any idiom however, it can spread and become well known. If you use it, be ready to explain it :)