1.A phrase condensed from "that a boy", that is said when one has done a good job on something.
2.A derogatory term used when describing a person who seeks constant affirmation for their work or achievements.
1."Attaboy Jeter! Way to make contact!"
2."He can be a real attaboy, but Pete can be a pretty cool guy sometimes."