Agile software development is a methodology that builds software incrementally through short iterations of 1 to 4 weeks, adapting to changing business needs. Key roles include the Scrum Master, who facilitates the team, and the Product Owner, who prioritizes requirements. Agile emphasizes collaboration, customer satisfaction, and regular reviews, utilizing user stories to define functionality and guiding principles to enhance team efficiency.