The pair seemed to be in love with each other as they were spotted shopping at Whole Foods, reported E! Online.
Bullock, 52, looked casual in a plaid jacket and a pair of ripped jeans. Randall also complimented his lady love in grey shirt layered with a green jacket and a pair of ripped jeans.
"They seemed very normal. It was just a normal, happy day. They were smiling and having a good time," a source said.