Facebook lets companies bid for ads to show you, based on Facebook’s data about your interests and demographics. If you never engage with the ads there is no information leakage.
It’s the difference between telling a random person “I’ll tell my gay friends about your party” and “Did you know that Bob is dating Steve?”.