The connection to a Neo4j database on PythonAnywhere may fail due to network restrictions or firewall settings blocking the connection. PythonAnywhere typically doesn't allow outbound connections to external services like databases. To resolve this, ensure the Neo4j instance is accessible over a public IP and configure PythonAnywhere's outbound connection settings accordingly.