Development and Demo Data

Preferred test data

• Use model factories and test setup helpers

• Use module seeders only when their scope is understood

• Use disposable test/staging databases

• Use synthetic data, never copied customer records

Generated provisioning artifacts

Commands that generate DHCP/config files can affect installed services. Run them only in an isolated lab and validate output before service use.