Prometheus has as an unaddressed flaw [0], where rate functions must be at least 2x the scrape interval. This means that if you scrape at 30s intervals, your rate charts won’t reflect the change until a minute after.
Most scaled analysis systems provide precise control over the type of aggregation used within the analyzed time slices. There are many possibilities, and different purposes for each.
High frequency events are often collected into distributions and the individual timestamps are thrown away.