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