Factual error: During the final shootout with the police, Rocky fires his revolver a great many times without ever reloading, even though he should only have a maximum of six rounds.
Revealing mistake: During the flashback sequence showing Rocky's past crimes, two explosive devices are thrown at a shop window. Both bounce harmlessly off and land on the sidewalk, but the shop obligingly explodes anyway.