• Early snowfall doesn't guarantee a colder winter, but it can indicate shifts in atmospheric conditions.
• Long-range forecasts offer insights, though not always precise, for winter planning.
• Preparing homes, vehicles, and emergency kits is crucial for potentially colder conditions.