County manager Gannon, 10 years a player at Edgeley Park, had been a Wembley loser four times with the Hatters, who clinched their first promotion in 11 years.
Stockport fell behind to Rochdale defender Rory McArdle´s 23rd-minute opener, but once Nathan Stanton´s own goal hauled Stockport level, Gannon´s side seized control.
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