The key props needed for the filmmaker's bank heist scene included masks from the drama department to portray robbers, a Ford Focus car borrowed from family for the getaway vehicle, and toy guns with added sound effects to represent weapons. The masks and car were essential props secured through permission from others due to the filmmaker's limited budget and age restricting solo driving.