It happened in the Valleybrook Development early Tuesday morning.
Surveillance footage shows the suspect going car-to-car, successfully getting inside three vehicles.
That same suspect is believed to be behind a break-in at the Oxen Hill / Fairways Apartments on Wednesday morning.
It is unclear what was taken from those cars, if anything.
Anybody with information is asked to contact police.