By means of a series of examples, from classic contributions to probability theory as well as the author's own, an attempt is made to convince the reader that "problem solving is often a matter of cooking up an appropriate Markov chain". Topics touched upon along the way include coupling, correlation inequalities, and percolation. Copyright 2007 Board of the Foundation of the Scandinavian Journal of Statistics..