Officials say a suspect entered a convenience store around 2:30 a.m. Sunday on the 4000 block of Lancaster Avenue.
The suspect placed an explosive device on the machine and ran outside before the explosion, according to police.
Authorities say a clerk inside the store was behind bulletproof glass during the blast and was not injured.
The explosion sent pieces of the ATM flying across the store leaving a pile of debris on the ground.
Police say the suspect did not get away with any money.