[paladin314159]

The files in S3 are pre-aggregated results keyed by how we fetch them (e.g. there will be a file containing all of the users active on a particular day). What you've described is a pretty accurate description of what happens :)

[sskates]

We'll be sharing more about our query architecture in the future as well as other parts of the stack that we haven't included here. The query layer is an impressive piece of architecture that handles fast access to multiple distributed data stores.