This lecture covers parallel architectures for databases, including shared memory, shared disk, and shared nothing. It also delves into distributed transactions, discussing coordination, concurrency control, and recovery protocols like Two-Phase Commit. The instructor explains the challenges of distributed locking, deadlock detection, and the need for global clocks in distributed systems.