If I am in Canada & want to catch a flight from an American airport to fly to another place in Canada, would that count as me crossing US borders?

Would I need a visa?!! The closest airports in that particular place (very close to US borders) are actually US airports, there is a Canadian airport in the area, but it is not as close as the American ones. 🤷‍♀️