Police said the suspects put up cones to redirect traffic away from a Wells Fargo stand-alone ATM in a lot on the 4600 block of East Roosevelt Boulevard.
Officers helped pick up several hundred dollars left blowing around in the wind and scattered on the ground.
RELATED: ATM explosion at Wawa in Mayfair is latest in rash of incidents
No injuries have been reported.
Dozens of ATMs were targeted across Philadelphia this past year.
RELATED: 10 ATMs damaged amid overnight unrest in Philadelphia
There is no word on whether this incident is connected to any of the other incidents.
Police remain at the scene investigating