Although Snow Rider feels random, many obstacle combinations repeat.

Common obstacles include:

Trees
Rocks
Snowmen
Wooden fences
Large snowballs
Logs

After enough games, you’ll begin recognizing familiar layouts, allowing you to react automatically.

Pattern recognition is one of the biggest skills experienced players develop.