Shrimp Po Boy. Oh Boy! The words ‘Fried Shrimp’ drifted through the office the other day. I could hear the excitement build, as one by one people shared their love of fried shrimp. Boy wouldn’t I love a nice big plate of succulent fried shrimp. Better yet, wouldn’t I love a nice big Shrimp Po-Boy.