PROFESSIONAL CERTIFICATE
Data Engineering
Design reliable data pipelines, processing workflows and cloud-ready data systems.
LEARNING OUTCOMES
What you will demonstrate.
- Apply relevant tools and methods to a realistic professional task.
- Produce documented, reviewable evidence of your work.
- Explain decisions clearly through written professional documentation.
- Apply quality, data protection and responsible-use principles relevant to the field.
PROGRAMME STRUCTURE
Core modules.
MODULE 01
Data Architecture
Structured learning and practical exercises aligned with the certificate competency framework.
MODULE 02
ETL & Data Pipelines
Structured learning and practical exercises aligned with the certificate competency framework.
MODULE 03
Spark & Cloud Processing
Structured learning and practical exercises aligned with the certificate competency framework.
MODULE 04
Data Quality, Governance & Production
Structured learning and practical exercises aligned with the certificate competency framework.
FINAL ASSESSMENT
Practical evidence.
- Data architecture
- ETL/data pipeline
- Processing evidence
- Technical report
- Data quality/governance documentation
There is no mandatory oral defence in the current PTI certification pathway.