This stage focuses on modern data strategies and platforms, emphasizing the creation of scalable, secure, and efficient data ecosystems. Key topics include data ingestion, cloud ETL, and cross-platform integration, along with advanced storage solutions such as data lakes, warehouses, and lake-houses. We will explore best practices in data governance, real-time processing, and metadata management, with an emphasis on integrating AI/ML capabilities.