• Early Siberian snowpack is a critical factor in shaping the 2025–2026 winter forecast.
• Increased snow cover in eastern Russia can disrupt the polar vortex, leading to cold air outbreaks in the U.S.
• The interplay between La Niña and a strong Siberian snowpack could amplify cold spells and increase winter weather variability.