Data Engineering
(วิศวกรรมข้อมูล)
Definition
Data Engineering (วิศวกรรมข้อมูล) Hard Skill
Data Engineering involves designing, building, and maintaining systems and infrastructure for collecting, storing, and processing large volumes of data efficiently and reliably.
Expertise Level
Level 1
Basic
1. Understands fundamental data concepts and storage methods.
2. Can perform basic data extraction and loading tasks.
3. Familiar with simple data transformation techniques.
Level 2
Intermediate
1. Can design and implement data pipelines using common tools.
2. Handles data cleansing, integration, and transformation effectively.
3. Understands database systems and optimization techniques.
Level 3
Advanced
1. Designs scalable, robust data architectures and workflows.
2. Optimizes complex ETL processes and real-time data streaming.
3. Implements advanced data management strategies ensuring data quality and security.
