- Course emphasizes tool-based, hands-on exercises.
- Includes real-world ingestion, transformation, and orchestration tasks.
- Learners simulate full pipelines with Kafka, Airflow, and Spark.
- Ends with an end-to-end project building a production-like data pipeline.
- Minimal time spent on abstract theory without application.

