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Create an aws big data architecture with S3 data lake, EMR for Spark processing, Glue for data catalog and ETL, Redshift for data warehousing, Athena for serverless queries, QuickSight for business intelligence, Kinesis for real-time ingestion, Lake Formation for data lake management, and DataPipeline for workflow orchestration with data governance controls.