Chapter 16 — Generates and emails invoices monthly without manual intervention 2. **Scheduled reporting pipeline** — Chapter 22 — Runs data aggregation and PDF generation on schedule 3. **SQLite project database** — Chapter 23 — Replaces CSV files with a properly structured relational database 4. **