This review discusses methods of testing for a cointegration in a time series in the presence of structural breaks. The review covers a large number of recently developed testing methods based on both one equation and multiple equation frameworks. In addition, various methods for estimating the dating of break dates and constructing of their confidence intervals are presented. In addition, nonlinear cointegration methods with regime switching are considered.