flowchart LR
    A[Collect records] --> B[Validate schema]
    B --> C{Valid record?}
    C -->|No| D[Quarantine record]
    C -->|Yes| E[Normalize fields]
    E --> F[Aggregate metrics]
    F --> G[(Reviewed dataset)]
    D --> H[Review failures]