Determine High-Performing Data Ingestion And Transformation Solutions

Exam Guide: Solutions Architect - Associate ⚡ Domain 3: Design High-Performing Architectures 📘 Task Statement 3.5 🎯 Determining High-Performing Data Ingestion And Transformation Solutions is about getting data into AWS, transforming it into useful formats, and enabling analytics at the required speed, scale, and security level. First decide batch vs streaming ingestion, then pick the right transfer/ingestion service, then pick the transformation engine, then enable query + visualization. Knowledge 1 | Data Analytics And Visualization Services Athena, Lake Formation, QuickSight 1.1 Amazon Athena Serverless SQL queries directly on S3 data (commonly Parquet/ORC for performance). Great for ad-hoc querying and quick analytics Works best with a catalog like Glue Data Catalog 1.2 AWS Lake Formation Build and govern a data lake on S3: Central permissions model (tables, columns) Helps manage who can access which datasets 1.3 Amazon QuickSight Serverless BI dashboards and visualization: Connec