Pompey's first home defeat of the season saw them slip to 15th in the early League One standings.
Cambridge left Fratton Park on the back of a 2-1 victory, with goals from Joe Ironside and Liam O'Neil.
A fine second half strike from Ronan Curtis reduced the deficit for Danny Cowley's side, but they could not find a leveller.
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