Stop #1: Sand Harbor State Park We're making one of the most popular (and scenic) spots our first stop while driving around Lake Tahoe. We definitely didn't save the best for last here! Imagine giant rocks and boulders in crystal clear water, mountain views as far as the eye can see, and soft, sandy beaches.