Does Occam’s Razor Apply To Complex Problems?

Occam’s Razor suggests that when considering two competing explanations, you should prefer the simpler one over the more complex one. But what if the problem space you’re dealing with is complex? Is it right to apply Occam’s Razor and seek out the simplest possible hypothesis about what’s going on?