Flavio explains the critical role of Apache Zookeeper in managing distributed systems, highlighting its functions like master election and group membership. He emphasizes how Zookeeper addresses common challenges in distributed computing, such as unreliable networks and changing topologies, effectively acting as a solution to the fallacies often encountered in these environments.