AWS Data Analytics Pipeline

Design an aws data analytics architecture with S3 data lake, Kinesis Data Streams for real-time ingestion, Kinesis Data Firehose for batch processing, Glue for ETL jobs, Redshift for data warehousing, Athena for ad-hoc queries, QuickSight for visualization, EMR for big data processing, DataPipeline for workflow management, CloudTrail for audit logging, and IAM for security controls.