[5][6] The song, with its accompanying live performance video, was released that day, along with availing of At Midnight for pre-order.

When I choose praise over fear, even in the face of overwhelming odds, I can trust that God is fighting my battles for me, and he's turning things around from my good in his glory.

— Chris Brown[7]"See a Victory" is composed in the key of B♭ major with a tempo of 155 beats per minute,[8] and a musical time signature of 44.

[12] Elevation Worship availed a Spanish acoustic rendition of the song, titled "Ver La Victoria" on their YouTube channel on September 18, 2019.

[13] On January 13, 2020, a "Living Room Session" performance video of the song was uploaded by Elevation Worship to YouTube.