Games like Train Bandit
Games like Train Bandit include Vampire Survivors, Timberman, Hotline Miami, Hotline Miami 2: Wrong Number, and Pizza Tower. We matched them by the tags players give Train Bandit on Steam (Indie, Action, Pixel Graphics, 2D, and Retro): closest matches first, and among equally close ones the better-known games.

Vampire Survivors
Shared: Pixel Graphics · Indie · 2D

Timberman
Shared: Indie · Pixel Graphics · Action

Hotline Miami
Shared: Action · Indie · Pixel Graphics

Hotline Miami 2: Wrong Number
Shared: Pixel Graphics · Action · Indie

Pizza Tower
Shared: Indie · Pixel Graphics · Action

UFO 50
Shared: Indie · Pixel Graphics · Action

Broforce
Shared: Action · Pixel Graphics · 2D

Shovel Knight: Treasure Trove
Shared: Pixel Graphics · Indie · Retro

Super Hexagon
Shared: Indie · Arcade · Action

Super Meat Boy
Shared: Indie · Pixel Graphics · 2D

Katana ZERO
Shared: Action · Pixel Graphics · Indie

Trip to Vinelands
Shared: Indie · Action · Pixel Graphics

Skul: The Hero Slayer
Shared: Indie · Action · Pixel Graphics

LUFTRAUSERS
Shared: Indie · Action · Pixel Graphics

Duck Game
Shared: Pixel Graphics · Action · 2D

Kung Fury: Street Rage - Ultimate Edition
Shared: Indie · Action · Arcade

SANABI
Shared: Pixel Graphics · Action · Indie

Shower With Your Dad Simulator 2015: Do You Still Shower With Your Dad
Shared: 2D · Arcade · Action

Rhythm Doctor
Shared: Pixel Graphics · Indie · Action

Planes, Bullets and Vodka
Shared: Action · Retro · Arcade

Exit the Gungeon
Shared: Indie · Action · Arcade

Downwell
Shared: Pixel Graphics · Indie · Action

The Messenger
Shared: Retro · Pixel Graphics · Indie

There Is No Game: Wrong Dimension
Shared: Indie · Pixel Graphics · 2D