The story
In the sense of gaining an easy victory, refers to a horse going over a racecourse at a walk when there is no other entry.
Etymology from Wiktionary, CC BY-SA 4.0.
walk over
Today it means: Used other than figuratively or idiomatically: to walk over. Full definition →