Integrate hybrid streaming + batch systems with actionable dashboards.

Implement serverless and auto-scaled workloads (Snowflake Tasks, Redshift Serverless).

Build real-time and near-real-time analytics (Kafka, Kinesis, Databricks streaming).

Design full-stack architectures covering ingestion, processing, and serving.