Discussing the album and its "classic" lineup of musicians in his review for AllMusic, Mark Deming said the band were on a hot streak and had released some of their strongest material to date. He praised
Pollard's slowed pace of album release saying a single annual release with better material was preferable to the more frequent releases the band previously made. The band released three albums in 2012, for example. Deming concluded his review saying "Guided by Voices have been enjoying an unexpected but very welcome late-career renaissance, and anyone who has ever had a taste for their singular take on
rocking pop owes it to themselves to check out
Zeppelin Over China". In a less favorable review for
The Skinny, Paul Sinclair gave the album three out of five stars saying "
Zeppelin over China would be a great starting point for any newcomers to the group, however there is nothing necessarily new offered here in the way of direction or sound. The album adds a suitable chapter to the
story of Robert Pollard, who recently celebrated releasing a mind-blowing 100 albums over the course of his career in various projects". ==Track listing==