I think it depends on the level of fame. Zuckerberg/Gates/Buffet/Musk all have bodyguards. Pretty sure I could walk past EG the Coinbase or AirBnB founders and not recognise them.
I saw benioff crossing the street in San Fran once. Heh it looked like that painting of Washington crossing the Delaware. My CEO was with me at the time and in awe, I was laughing so hard I had to stop walking.