The series is confirmed to take place in December 2024, about a year after the events of Avengers: Endgame (2019), which was 2023.
As the Track Suit Mafia goons are driving the fake moving truck, they are jamming to "Christmas in Hollis" by Run-D.M.C., similar to Die Hard (1988), which also featured bad guys driving a fake moving truck.