The songs instrumental was noted for its similarity to "Gettin Tho'd" by rapper Paul Wall, which was also produced by Mustard.

"Feelin' Myself" has been described as a club-oriented track which features its performers trading verses over a "glossy" West Coast hip hop beat.

Lewis Corner of Digital Spy gave the song a moderate review stating: "The final result may be devoid of any musical credibility, but it's annoyingly catchy - and much like will.i.am's strange anti-carb diet shoutout, we've got a feeling this is going to be just as hard to give up in 2014."

[3] Spin wrote the song features "bleepy, stripped-bare production from ratchet-music man of the hour DJ Mustard".

"[5] An accompanying music video for "Feelin' Myself," directed by Michael Jurkovac with graphic designer Pasha Shapiro, was premiered through Vevo on November 26, 2013.