Genetic algorithms are search-based optimization techniques that mimic the process of natural selection and genetics. In data mining, they are used to find the optimal solution or approximate solutions to complex problems. Genetic algorithms are particularly useful when dealing with large search spaces or when traditional optimization methods are not feasible.