In this paper we discuss our practical experiences with the use of different search strategies in functional logic programs. In particular, we show that complete strategies, like breadth-first search or iterative deepening search, are a viable alternative to incomplete strategies, like depth-first search, that have been favored in the past for logic programming languages.