1. Data Architecture & Design
2. Programming & Scripting
3. Big Data Technologies
4. Cloud Platforms
5. Data Modeling
6. Data Pipeline Management
7. Data Warehousing & SQL Optimization
8. Data Governance & Security
9. Team Leadership & Project Management
10. Automation & CI/CD
11. Machine Learning Integration (Optional)
1. Data Architecture & Design
2. Programming & Scripting
3. Big Data Technologies
4. Cloud Platforms
5. Data Modeling
6. Data Pipeline Management
7. Data Warehousing & SQL Optimization
8. Data Governance & Security
9. Team Leadership & Project Management
10. Automation & CI/CD
11. Machine Learning Integration (Optional)