I'd really like to stop blowing out the sky and/or underexposing the ground in my pictures. The traditional solution would be to use graduated ND filters, but taking multiple exposures and applying HDR postprocessing would also work (and some point-and-shoot cameras can even do that in-camera).

When should I use graduated ND filters, and when would HDR be a better bet? Or is it just a matter of personal preference?