Investigators say the owner of the purse accidentally left it behind after making a purchase at Burnt Mill News around 2 p.m. Sunday.
Surveillance images released on Tuesday show the man who allegedly stole it.
The suspect is described as a white male between 25 and 35 years old with short hair and a beard. He was wearing a blue sweatshirt, red t-shirt, and red shorts.
Anyone with information is asked to contact Voorhees police online or by phone at 856-627-7174.
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