Every managed metrics system will put a limit on cardinality because all mainstream available metrics systems cost more per cardinality to query and store. If they don’t limit that you can assume you or some other customer is going to use up the clusters resources and cause an outage.

Like most metrics systems, under the covers in Prometheus each unique combination of dimensions is the same as a new metric line.