A fountain is an ornamental feature in a pool or lake which consists of a long narrow stream of water that is forced up into the air by a pump.

A fountain of a liquid is an amount of it which is sent up into the air and falls back.

If you describe a person or thing as a fountain of something, you mean they are an important source of it and supply a lot of it.