3 million queries/second across 16k nodes seems pretty heavy on redundancy?
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I'd be interested to hear if my assumptions were wrong, or if their schema and/or queries make this more intense than it seems.
I don't work for Uber, but this is almost certainly the assumption that is wrong. I doubt there is just a single workload duplicated 2.1K times. Additionally, different regions likely have different load.