For the record, I went on two trips in 2023, the first had zero new snow, the second had a fair amount:
Late January: high and dry the entire week but nicely preserved cover at Serre Chevalier, Vars, Ceillac, and St. Veran
Mid-March: fresh snow at Bonneval, Val Cenis (a foot of powder but heavy...