Diagrams are important communication tools that help visualize software architecture. There are different levels of diagrams including context diagrams, container diagrams, and component diagrams. Context diagrams show the system context and external actors. Container diagrams show high-level technology choices and responsibilities. Component diagrams show the logical components within a container and their relationships. Together these diagrams help communicate the overall architecture vision at different levels of abstraction.