The main limitations of random search are that it may require a large number of evaluations to find a good solution, especially in high-dimensional spaces, and it does not take advantage of any prior knowledge or structure in the search space. This means that random search can be less efficient than other optimization techniques that leverage prior information or explore the search space more systematically.