Barthélémy also competed in one Winter Olympics, earning her best finish of fifth in the team sprint event with Karine Laurent Philippot at Vancouver in 2010. She also finished first in the sprint event at the Junior World Ski Championships in Mals in 2008, and second in the 10 km event.