There's always going to be a large amount of data, especially observability data, that's never used to make significant decisions. However we want high cardinality data both to increase the chance that the information we're storing will be useful, and to make compression and other data management easier. For example if we're storing fully paramaterized URLs as metrics names we'll never be able to consolidate or average that data.
