22-year-old Lance Lindaberry of Medford, who remains at large, has been charged in the case.
Police say Lindaberry installed the skimming device and camera on the ATM at the Bank of America on West Route 70 on April 26.
Action News reported the story last week.
Police say surveillance cameras caught the man installing the device over the ATM card slot. His goal was to obtain debit and credit card numbers.
Investigators say he attached a small camera to record customers entering their PINs.
Authorities say they received dozens of tips which led to the identification of Lance Lindaberry.
Evesham investigators obtained a search warrant for the suspect's home along with an arrest warrant.
On May 6, the New Jersey State Police executed the search warrant in the 100 block of Tuckerton Road in Medford, NJ.
The suspect is still at large and police are asking that anybody with information as to his whereabouts to contact the Evesham Police Department at 856-983-1116, the Confidential Tip Line at 856-983-4699 or email at Facebook@Eveshampd.org.