We point out that the Gramian transformation formula gives us a natural and simple view to some known results, e.g. the translation-invariance of variance of operators, Hadamard theorem and inequalities on Gramian. Moreover we pick up a norm equality which is the essence of a norm inequality closely related to the Bernstein inequality.