Not necessarily. That might be true if the top X you're tracking is also expanding along with the size of the catalog, but isn't true if X is fixed, like a top 100 music chart.

More common variants of more popular genres could easily crowd out moderately popular genres. The long tail has been a long noted issue at Spotify with several attempts at fixing.