That Certain Thing is the third album by guitarist Snowy White, released in 1987.

The song "For You" had previously been released as a single in 1985 on R4 Records, with the non-album track "Straight On Ahead" on the B-side.

[2] "For You" was released as a single again in 1987, this time on Legend Records, with "Sky High" on the B-side, again a non-album track.

[3] Another single was issued by Legend Records in 1987, with two non-album tracks, "I Can't Let Go" / "Rush Hour".

The 12-inch release also featured an instrumental version of "I Can't Let Go", and another track, "Changing Ways".