Best time of year to visit Korea? I keep going back and forth on dates

I have flexibility on when to visit Korea and each season looks amazing in its own way. Spring for cherry blossoms, fall for stunning foliage, summer for beaches and festivals, winter for snow and cozy food. For someone who wants comfortable weather, outdoor activities, and cultural events, when would you recommend? What is your favorite season in Korea?