Tensors are in effect a generalization of matrices in higher dimensions. A tensor of dimension 3 is a similar step up to the step from a linear array to a matrix. They arise in all sorts of places though fluids is where I met them first. Operations on tensors are also a bit more challenging than operations on matrices.