There are also some data lakes (though I have not really worked with any) that are homegrown and consist of smallish parquet files in a blob store; they might have several databases looking at them at any given time, and an embedded browser DB provides a frontend that is easier to stand up and auth against in some ways.

There may not be a reporting DB available to send queries to, in the traditional sense.