Level 4 · Master

Modules

1. Delta Lake / Lakehouse Patterns with Spark
2. Production Job Orchestration (Airflow Integration Concepts)
3. Cost/Performance Tradeoffs at Scale
4. Debugging Failed Spark Jobs
5. Schema Evolution in Production
6. Multi-Tenant Cluster Strategy
7. Data Quality Gates in Spark Pipelines
8. CI/CD for Spark Jobs
9. Career Growth in Big-Data Engineering
10. Capstone — Production-Grade Lakehouse Pipeline Design