The album itself was reissued in 2004 as a 2-CD/1-DVD set under the "Sound+Vision Deluxe" line, and again in 2005 with a bonus disc containing several remixes.

The video compilation of Tears Roll Down (Greatest Hits 82–92) was released in 1992 in conjunction with the album, featuring an identical track list.

It was reissued on DVD in 2003 with a different cover featuring a still from the "Sowing the Seeds of Love" promo video under Universal Music's "Classic Clips" imprint.

After the Tears Roll Down album made a return to the UK top 10 in 2004, the DVD was reissued with the original white "sunflower" cover.

The DVD release includes a 5.1 surround sound audio option as well as 2.0 stereo.