Restoring databases with the sqlite3 backup API involves common pitfalls that can lead to data loss. Key issues include restoring to an open connection, schema mismatches, and large database sizes. Implementing error handling and ensuring a clean database state before restores are essential for maintaining data integrity and application responsiveness.