Artists formerly signed to the label include Ichaba, Lola Rae, Lil Frosh, Dremo, Yonda, Peruzzi, Idowest, DJ Ecool, Danagog, B-Red, Deekay, May D, Deinde, Ayanfe, Liya, and Mayorkun.

[6] On 24 May 2018, Davido signed Idowest to DMW,[7] and Deekay was welcomed on 27 September 2018, with a single "Hangover"[8] featuring Peruzzi.

[14] Same day, Lola Rae, tweeted "Excited to hear Davido is signing a new female artist!!!

[17] In 2024, Nigerian Street musician, rapper and Afrobeats singer Idowu Emmanuel Ayoola popularly known as SAYTHEYCALLMESG or SGof30BG, who serves as Davido Music Worldwide handler, became a member of DMW but it is still unannounced by the record label boss Davido On 1 November 2019, he uncovered his record deal with DMW, according to him on Catch Up, he tells City 105.1 FM, "I was about to get signed to them at some point but, there were some little distractions on my end.

[20][21] At the album launch of Back In Office, Davido made it public as he gave a speech at the event.

On 19 July 2023, Liya replied to a fan on her Instagram comment section, confirming she was no longer with the label.