The story
From long + shot. The term arose from the accuracy of early naval guns, which were effective only at close range and unlikely to hit the mark at any great distance.
Etymology from Wiktionary, CC BY-SA 4.0.
long shot
Today it means: A shot fired at a distant target. Full definition →