The story
From the image of a person or group of people stepping into a boat and rowing to get it moving.
Etymology from Wiktionary, CC BY-SA 4.0.
get in the boat and row
Today it means: To make a substantial effort, especially in cooperation with others in a group; also, to perform one's share of work. Full definition →