I loved the glitter shells we saw in the trailer, but it's another detail that seals it for me: the bean bag rounds.
If you don't get the significance: cops have in their arsenal a "less-lethal" "riot control" munition called a "bean bag round".
She shoots one in the back as he runs away.
The Joker could never be that wickedly clever.