Commentators explain that this verse calls for more than just singing; it's a command to make our praise itself glorious. This means our worship should be intentional, joyful, and heartfelt, using songs, music, and shouts to appropriately express the honor due to God. It's about giving God our best, most excellent praise, not just going through the motions.