Why did Sami Gayle leave Blue Bloods? Part of it has to do with going to school at Columbia while simultaneously attending the university fictitiously in the show. Her growing career also contributes to her less regular appearances. She’s currently appearing in Andrew Lloyd Weber’s Bad Cinderella on Broadway.