It is an service that allows to monitor incoming and outgoing traffic
It is PaaS (sometimes called Firewall as a Service)

Has high availability and high scalability
Supports FQDN (Fully Qualified Domain Name) filtering
Integrated with Azure Monitor for logging and analytics

Azure Firewall is generally created in its own VNet
Other VNet are configured to pass through this central VNet