Games like Railway Fugitive
Games like Railway Fugitive include Vampire Survivors, Megabonk, Nuclear Throne, BALL x PIT, and Hades. We matched them by the tags players give Railway Fugitive on Steam (Roguelite, Top-Down Shooter, Casual, Action Roguelike, and Cartoony): closest matches first, and among equally close ones the better-known games.

Vampire Survivors
Shared: Roguelite · Action Roguelike · Bullet Hell

Megabonk
Shared: Roguelite · Action Roguelike · Roguelike

Nuclear Throne
Shared: Action Roguelike · Roguelike · Roguelite

BALL x PIT
Shared: Roguelite · Action · Action Roguelike

Hades
Shared: Roguelite · Action Roguelike · Action

Apocalypse Party
Shared: Casual · Action Roguelike · Top-Down Shooter

SYNTHETIK: Legion Rising
Shared: Roguelite · Top-Down Shooter · Action Roguelike

Blazing Beaks
Shared: Roguelite · Action Roguelike · Top-Down Shooter

20 Minutes Till Dawn
Shared: Roguelite · Action Roguelike · Top-Down Shooter

Halls of Torment
Shared: Roguelite · Action Roguelike · Bullet Hell

Death Must Die
Shared: Roguelite · Action Roguelike · Bullet Hell

Tiny Rogues
Shared: Action Roguelike · Top-Down Shooter · Roguelite

Gunfire Reborn
Shared: Roguelite · Roguelike · Action Roguelike

Brotato
Shared: Action Roguelike · Roguelike · Roguelite

The Spell Brigade
Shared: Roguelite · Action Roguelike · Bullet Hell

Hades II
Shared: Roguelite · Action · Roguelike

Yet Another Zombie Survivors
Shared: Top-Down Shooter · Roguelite · Action Roguelike

Goobies
Shared: Top-Down Shooter · Roguelite · Action Roguelike

Risk of Rain 2
Shared: Action Roguelike · Roguelite · Roguelike

Army of Ruin
Shared: Action Roguelike · Top-Down Shooter · Roguelite

Juicy Realm
Shared: Action · Action Roguelike · Casual

Magicraft
Shared: Roguelite · Action Roguelike · Roguelike

Deep Rock Galactic: Survivor
Shared: Roguelite · Action Roguelike · Top-Down Shooter

Enter the Gungeon
Shared: Action Roguelike · Roguelike · Bullet Hell