The Action Cam was at the scene just before 1 a.m. on Wednesday, along the 1400 block of South 31st Street.
Police say the pair entered the El Patio Cafe and stole $500.
They were wearing masks and all black clothing.
They then fled toward Reed Street.
Police are checking surveillance cameras in the area for more details.