About This Architecture
Serverless data analytics pipeline extracts operational data from Amazon RDS PostgreSQL using AWS Glue incremental ETL jobs. Transformed data lands in Amazon S3 as partitioned Parquet files, optimized for columnar queries. Amazon Athena provides SQL access to the data lake, feeding Amazon QuickSight dashboards with SPICE in-memory acceleration and Q natural language chatbot for business users. This architecture eliminates infrastructure management while enabling cost-effective analytics at scale, ideal for teams migrating from monolithic data warehouses to modern lake-house patterns.