- Adora – digital editing, recording engineer, vocal arrangement, background vocals
- Lauren Aquilina – background vocals
- Jacob Attwooll- recording engineer, background vocals
- "Hitman" Bang – production
- TXT – primary vocals
- Caesar & Loui – recording engineer, background vocals
- El Capitxn – production, digital editing, recording engineer, keyboard, synthesizer, vocal arrangement
- Jon Castelli - mix engineer
- Hector Castillo - mix engineer, studio personnel
- Melanie Joy Fontana – background vocals
- Ingmar Carlsen – mixing assistance, studio personnel
- DJ Riggins – recording assistance, studio personnel
- Yang Ga - mix engineer, studio personnel
- Ghstloop – digital editing
- Jayrah Gibson – background vocals
- John Haynes - mix engineer, studio personnel
- Hi-Bye – background vocals
- Hiss Noise – digital editing, synthesizer, vocal arrangement
- Shae Jacobs – production, recording engineer, programming, background vocals, instruments
- Jaycen Joshua – mix engineer, studio personnel
- Nicole Kim – A&R
| - Sam Klempner – production, bass, drums, recording engineer, keyboard, mix engineer, programming, synthesizer, background vocals, studio personnel
- Jordan Kyle – production, drums, recording engineer, guitar, keyboard, synthesizer
- Gia Lim – A&R
- Randy Merill – mastering engineer, studio personnel
- Pdogg – production, keyboard, synthesizer
- Revine - digital editing
- Jacob Richards - recording assistance, studio personnel
- Mike Seaberg - recording assistance, studio personnel
- Michel Lindgren Schulz – recording engineer
- Slow Rabbit – production, digital editing, recording engineer, keyboard, programming, synthesizer, vocal arrangement
- Soulman – background vocals
- Supreme Boi – production, digital editing, keyboard, synthesizer, vocal arrangement
- Peter Thomas – production, drums programming, recording engineer, guitar, piano, background vocals, whistle
- Jake Torrey – engineering, background vocals
- Wonderkid- production, digital editing, keyboard, synthesizer, vocal arrangement
- Shinkung- production
- X-Limit – background vocals
- Hiju Yang – A&R
- Jordan “DJ Swivel” Young – recording engineer, background vocals
- Tiffany Young – guitar
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