Agile methodology is an alternative to traditional project management that emphasizes empowering teams through continuous planning, testing, and integration. It focuses on collaboration and team decision making. Key aspects of Agile include making teams work efficiently through improved processes, applying principles incrementally without disrupting current systems, and choosing between Scrum and Kanban based on a team's needs - with Scrum best for teams requiring fundamental shifts and Kanban for gradual improvements.