Ecosystem Overview Modern Applications CDC Real-Time Data Kafka Attunity ETL/ELT Transforms Informatica, Spark Talend, Alooma DBMS BI Dashboards Relational Data Data Warehouse Disk Streaming Memory Optimized Ingest Optimized Tables Tables Data Lakes Looker Microstrategy Tableau Hadoop Amazon S3 Bare Metal, Virtual Machines, Containers On-Premises, Cloud, As a Service 11