Although "It's Nothing" failed to chart or receive an accompanying music video, it elicited positive critical attention: Tom Doggett of RapReviews.com considers it comparable to The Beatnuts' 1997 hit single "Off the Books" because of its flute sample.
The song's refrain contains a vocal sample from Psycho Les' verse on "Off the Books" by The Beatnuts.
The track's beat samples "Break that Party and Opening" by Melvin Van Peebles, "Sign Song" by Buddy Baker, "Get out of My Life, Woman" by George Semper and "Hihache" by Lafayette Afro Rock Band.
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