Data Engineer / ETL Specialist

Overview

This intensive course equips data engineers with the exact knowledge and practical templates needed to build EU AI Act Article 10-compliant data pipelines. Participants will learn how to establish robust data governance, quality controls, and full traceability for high-risk AI systems.

What You Will Learn

• Build data pipelines that fully meet Article 10 data governance requirements
• Implement effective data quality criteria and error-handling mechanisms
• Produce comprehensive data lineage maps and audit-ready documentation
• Apply representativeness, completeness, and bias detection controls in pipelines

Who Should Take This Course

This course is designed for Data Engineers, ETL Specialists, Data Pipeline Architects, MLOps Engineers, and technical professionals responsible for building and maintaining data infrastructure for AI systems.

Course Format

AI Assurance E-Learning Platform - Self-paced online, detailed.

Key Benefits

• Ability to design and implement Article 10 compliant data pipelines
• Practical tools for data quality, lineage, and traceability
• Skills to produce documentation that satisfies regulatory audits
• Confidence in supporting high-risk AI systems with robust data foundations

Body of Knowledge - Mapped to Standards and Regulations

• Article 10 Data Governance Requirements (representativeness, error handling, completeness, EU AI Act Article 10)
• Data Lineage & Traceability (from raw data to model output, prEN 18286 Clause 9)
• Data Quality Criteria & Procedures (bias detection, statistical checks, error handling, prEN 18228 Clause 6)
• Pipeline Architecture & Tools (compliant ETL patterns, OpenLineage, Great Expectations, COBIT APO14)
• Audit-Ready Documentation (lineage maps, quality reports, EU AI Act Annex IV sec.3)

Key Takeaways

• Understanding of the Data Engineer / ETL Specialist role and responsibilities
• Core knowledge and practical skills for compliant AI data pipelines
• Clarity on risk and control responsibilities
• Awareness of key duties and performance indicators for the role

Certificate

Participants will receive a certificate of completion upon finishing the course.