Music matching depends on both the folder structure and the metadata embedded in each audio file. Correct tags are more important than decorative filename patterns.

Use a stable artist and album hierarchy:

Music/
  Artist/
    Album (2024)/
      01 - First Track.flac

Check artist, album artist, album, disc number, track number, title, and release year before scanning a large collection. Consistent album-artist tags keep compilations and collaborations from splitting unexpectedly.

Keep cover art in the album folder when you maintain local artwork. Rescan the library after changing embedded tags because renaming a file alone may not change the displayed metadata.