Metrics are useless in my experience for figuring out a problem. For the most part they only tell you that you have a problem. Being able to slice and dice logs that you have faith in is critical in my experience.
Metrics tell you when and what went wrong, but unless you've got lots of coverage, its less likely to tell you _why_