The ELK Stack comprises Elasticsearch, Logstash, and Kibana, forming a powerful trio for collecting, storing, searching, and visualizing data in real-time. It is widely used for log management, security analytics, and business intelligence, offering advantages like scalability and comprehensive visualization options. The architecture includes phases for data collection, storage, and visualization, making it a leading platform in modern data analytics.