The simplest way to think of them is that a dot product gives the projection of one vector onto another. It is a scalar quantity, i.e. how much of vector A is in the same direction as vector B?
The cross product gives you a vector that is perpendicular to the original vectors.
Vectors are everywhere. Look in mechanics, electricity and magnetism...look everywhere.