Apache Kafka for Data Engineers Spark Structured Streaming for Real-Time Data Engineering Spark Production Engineering & Troubleshooting Spark Production Engineering & Troubleshooting Apache Airflow on AWS (MWAA) Lakehouse & Medallion Architecture Apache Iceberg for Lakehouse Engineering Querying & Optimizing the Data Lake with Amazon Athena Glue Catalog & Crawler for Lakehouse Engineering Amazon Redshift Deep Dive Data Modeling & Dimensional Warehousing