The album debuted at No. 6 on the Top Heatseekers chart, but failed to hit the Billboard 200. In Canada, the album did not fare well on the charts. It premiered at No. 51 before moving out of the Top 100 the following week. The album was later released in the UK in 2007 by Drowned in Sound Recordings, including two new tracks.
Without Feathers featured a major personnel change; with the departure of original lead guitarist Greg Paquet, drummer Dave Hamelin moved to guitar and sang lead vocals on the majority of the album's tracks. It was also the first Stills album to feature keyboardist Liam O'Neil as a full-time member, and was the debut for drummer Julien Blais.
The album also marked a big change in sound, from the 1980s-influenced post-punk revivalism of their debut to a happier, more rootsy Americana-oriented approach, which Pitchfork termed "cheerful and heartfelt".[9][10]
Mathieu Roberge – assistant engineer, handclaps on "Oh Shoplifter"
Rod Shearer – recording
Gus van Go – production, recording, mixing, backing vocals, percussion on "Destroyer", cowbell on "Helicopters", guitar on "The House We Live In", tambourine on "She's Walking Out", handclaps on "Oh Shoplifter"