The 26-year-old forward struck from distance in the 76th minute to ensure Pools beat a Stockport side that had gone 18 matches unbeaten.
It was a game of few chances, with Oates firing wide and Gavan Holohan heading off target for Pools, while goalkeeper Bradley James denied Stockport midfielder John Rooney.
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