During Flux Pavilion's Around The World in 80 Raves tour, Capuozzo started production on "Over the Edge" using Hausman's original a cappella.

[1][2] In an interview with Billboard, Capuozzo commented on the production process of the song, saying "It had a vibe that would be great for us to try something a bit outside the box", further stating "we always make crazy fast paced stuff, so I figured we could try something really new for the both of us.

"[5] Billboard's David Rishty wrote that the two producers had "flipped the script and dropped a bouncy house cut", describing the song as "buoyant" and "sprinkled with high-pitched vocal chops.

"[3] Marcus of EDM Sauce described the songs drop as anime-like, further writing that "these dudes have us completely fooled.

"[7] Noiseporn's Lennon Cihak wrote "Kayzo and Gammer have most definitely stepped away from their typical fast-paced hardcore music and have focused their efforts in a production that truly complements AU8UST's pop vocals"[8] Writing for EDMTunes, Aly Galito noted the two producers sway from their typical style, writing "the song includes a different feel away from trap and dubstep as it incorporates a mixture of a pop and house", later stating "it's refreshing to hear new and catchy sounds like this.