The story
A variant pronunciation of That's the boy!, a cry of encouragement, especially to children and pet dogs.
Etymology from Wiktionary, CC BY-SA 4.0.
attaboy
Today it means: Used to show encouragement or approval to a boy, man, or male animal. Full definition →