The game-winning blast off Nationals closer Henry Rodriguez (1-2) came after Alex Presley had collected a one-out, pinch-hit single and advanced to third on a pair of wild pitches.
The decision went to Tony Watson (2-0), who followed Hanrahan to close out the half-inning.
Bucs starter A.J. Burnett tossed eight solid innings, striking out 10 while allowing a pair of runs on six hits.
Wilson Ramos homered for the Nationals, who dropped the opener of a three-game set at PNC Park.
Britney Spears debuts 'Perfume' video
Couple calls 9-1-1 over missing hash browns; assault McDonanld's employees