The machine was broken into at the RTP Federal Credit Union at Stonehenge Market on Creedmoor Road.
Investigators believe a driver of a pickup truck tried to pull open the ATM with a chain attached to the back of the truck. Several cash boxes were found blocks away.
Money was left around the parking lot and a nearby road.
Raleigh police are investigating.