Agile software development is a flexible framework prioritizing customer satisfaction, rapid increment releases, and a collaborative team environment. While it offers advantages like quick adaptability and continuous feedback, it can struggle with large projects, documentation, and dependency on customer clarity. Extreme Programming (XP) and Scrum are notable agile methodologies that emphasize frequent releases, customer involvement, and project management through iterative cycles.