data-engineering
Data Engineering Skill
Quick Reference
| Role | Focus | Timeline | Entry From |
|---|---|---|---|
| Data Engineer | Pipelines, Infra | 12-24 mo | Backend Dev |
| ML Engineer | Models, Features | 12-24 mo | Data Scientist |
| AI Engineer | LLMs, Agents | 6-12 mo | Any Developer |
Learning Paths
Data Engineer
[1] SQL Mastery (4-6 wk)
│ └─ Window functions, CTEs, optimization
│
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