We studied alpine treeline migration in boreal forests using an enhanced vegetation model that includes snow processes. Our findings revealed site-specific migration drivers, with snow playing a dual role: supporting seedling establishment while increasing mortality risks. Results emphasize the need to include snow processes in vegetation models to better predict boreal forest responses.