Skyline and oculus both look interesting and this is definitely a solid direction to be heading in.

However, I wonder if some form of topology knowledge, operations dependency tree or similar could further inform this type of root cause analytics.

Without a declarative style "here is how thing should be" model of adequate accuracy, it seems like the analytics will be stuck at the "these things are strange and happened at once, what does human think?" level of sophistication.