  The power of Calder\'on transfer principle is well known when proving strong
type and weak type inequalities for certain type of operators in ergodic
theory. In this article we show that Calder\'on's argument can be extended to
have a transfer principle to be able to prove weighted inequalities for those
operators satisfying the conditions of Calder\'on transfer principle. We also
include some applications of our results.
