AI için Veri Mühendisliği
How did data engineering evolve from 1995 to 2026? Differences between DBA, ETL Developer, Data Engineer, Analytics Engineer and AI Data Engineer; skill matrix; Turkey & global salary ranges; daily workflow.
Table of Contents
Module 0: Introduction & Local Stack
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Who Is a Data Engineer in the AI Era? 30-Year Evolution from DBA to AI Data Engineer
How did data engineering evolve from 1995 to 2026? Differences between DBA, ETL Developer, Data Engineer, Analytics Engineer and AI Data Engineer; skill matrix; Turkey & global salary ranges; daily workflow.
- 2
What Will You Learn in This Course? 11 Parts, 34 Modules, 3 Capstones — Full Roadmap
Full roadmap of the course: 11 parts, 34 modules, ~150 lessons, 3 capstone projects. What each module teaches, suggested order, and a map of all workshops.
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Workshop Setup — Postgres, MinIO, Kafka, Spark, Jupyter with uv + Docker Compose
Set up your professional local data stack for the whole course: uv + Python 3.12, Docker Compose with Postgres 16 + pgvector + MinIO + Kafka + Spark + JupyterLab. Step-by-step, including error troubleshooting.