Games like Obey the Beat
Games like Obey the Beat include DJMAX RESPECT V, Hatsune Miku: Project DIVA Mega Mix+, Spin Rhythm XD, A Dance of Fire and Ice, and Retrowave. We matched them by the tags players give Obey the Beat on Steam (Casual, Rhythm, Action, 3D, and 1990's): closest matches first, and among equally close ones the better-known games.

DJMAX RESPECT V
Shared: Rhythm · Casual · Action

Hatsune Miku: Project DIVA Mega Mix+
Shared: Rhythm · 3D · Action

Spin Rhythm XD
Shared: Rhythm · Casual · Action

A Dance of Fire and Ice
Shared: Rhythm · Singleplayer · Arcade

Retrowave
Shared: Casual · Action · 1980s

Sayonara Wild Hearts
Shared: Rhythm · Action · Casual

EZ2ON REBOOT : R
Shared: Rhythm · Action · Casual

Muse Dash
Shared: Rhythm · Casual · Singleplayer

Music Racer
Shared: Rhythm · Action · Casual

Vampire Survivors
Shared: Casual · Singleplayer · Action

Megabonk
Shared: Action · Singleplayer · Roguelike

MUSYNX
Shared: Casual · Rhythm · Singleplayer

Rhythm Doctor
Shared: Rhythm · Action · Singleplayer

Project Lazarus
Shared: Action · Casual · 3D

Hi-Fi RUSH
Shared: Rhythm · Action · Singleplayer

Sixtar Gate: STARTRAIL
Shared: Casual · Action · Rhythm

Need for Speed™ Unbound
Shared: Action · Singleplayer · Casual

Rez Infinite
Shared: Rhythm · Action · Singleplayer

PUMP IT UP RISE
Shared: Rhythm · Casual · Action

MULLET MADJACK
Shared: Action · Arcade · Singleplayer

AudioSurf
Shared: Rhythm · Casual · Arcade

MARVEL Tōkon: Fighting Souls
Shared: Casual · Action · Arcade

Dead as Disco
Shared: Rhythm · Action · Arcade