In this talk we will survey our recent and past efforts in modeling portfolio selection problems as robust optimization problems. In particular, we will discuss robust counterparts of mean-variance portfolio selection, defined benefit pension planning, cash flow management, and mean-CVaR portfolio selection. Parts of this talk are joint work with Emre Erdogan, Alfred Ma, Anuj Kumar and Serhat Aybat