Define enterprise data architecture across OLTP, OLAP, data lake, and lakehouse platforms (Snowflake/Databricks/BigQuery). Design scalable ingestion frameworks using Kafka, CDC, and batch pipelines (Airflow, Spark). Create canonical data models (3NF, dimensional, Data Vault 2.0). Implement data gove