Rolling Stone critic John Swenson described "Never Going Back Again" as "the prettiest thing on [
Rumours]", noting that the "delightful" vocal "belies the bad-news subject matter."
Stylus Magazine critic Patrick McKay regards it as one of the "strongest tracks" on
Rumours. While
Spin critic
Chuck Eddy described "Never Going Back Again" as "an arty trance." Fleetwood Mac biographer Cath Carroll praises "Never Going Back Again" as "a melodically uncluttered song with a simple
chorus and a sharp resolve that says everything in a few elegant phrases." Music historian George Case described "Never Going Back Again" as a "gorgeous" song with "bubbly
SoCal philosophies about relationships." "Never Going Back Again" has appeared on several Fleetwood Mac
compilation albums, including
25 Years – The Chain in 1992 and
The Very Best of Fleetwood Mac in 2002. The song has also appeared on several
live albums. In a 2023 interview with
Omar Apollo, Buckingham stated that the song experienced various permutations since it first appeared on
Rumours. He has occasionally included the lyric "I’ve been down three times" for live performances, which was not part of the original studio recording. ==Personnel==