Bad Detective: Food Chain(2020)

Original title: 불량탐정: 먹이사슬

Jeong-mi, a pickpocket ex-convict, ends up pickpocketing again to repay Dae-sik off of her father's debt. One day, Hae-joo, who is secretly meeting a detective, has been kidnapped and turned into Dae-sik's prey. The detective then went on a search to find Hae-joo's whereabouts.