Sasha Geffen praised the song for its complexity and unpredictability, saying that when it "slows to a false ending and then spins back up into a raucous, unhinged instrumental climax, it only makes his come-on sound like it could double as a threat.

[10] On 1 March 2018, Iceage released their second single, "Pain Killer" which featured backing vocals from Sky Ferreira.

[2] In an endearing review, Evan Rytlewski of Pitchfork described the track as morose, and praised Ferreira's backing vocals.

[12] Leas called "Take It All" an "enigmatic piece, with an atmosphere that unfolds gradually and changes within a single moment, managing to come across as haunting, angered, and a darkly pretty reverie simultaneously.

[13] Ryan Reed of the Rolling Stone gave high remarks to the violin appearance by Nils Gröndahl.