The primary purpose of a firewall in a computer network is to monitor and control incoming and outgoing network traffic based on predetermined security rules. Firewalls act as a barrier between trusted internal networks and untrusted external networks, protecting systems from unauthorized access and cyber threats. They can be hardware-based, software-based, or a combination of both, and are crucial in maintaining the security and integrity of an organization's data and network infrastructure.