"Scrape" intervals (and the plumbing through to analysis intervals) are chosen precisely because of the denoising function aggregation provides.

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.