The victory was the first of Gilliland's seven-race Busch Series career.
Denny Hamlin was on the pole in the 43-car field for the 200-lap race.
The race had just begun when defending champion Carl Edwards ran into car trouble.
"I was shifting into third and we broke the transmission," he said.
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