Google's (or any similar large company's, really) efficiency requirements would never allow for such levels of waste. It would be incredibly irresponsible to allow just any random small server to unexpectedly use the entirety (or even just a non-trivial percentage) of a Google-scale datacenter's capacity. Do you evict other jobs? Do you run your datacenters cold to prepare for this eventuality? Both are terrible options.
Suddenly you push an update to your tiny server or one of its thousands of clients and, because of some bug or misconfiguration, traffic or per-request-resource-consumption grows 1000X or more. Given the size of the looong tail of small servers at Google, this would be a daily occurrence.