Building your data engineering toolkit

_{Module 1}

Data systems and architecture

• Data infrastructure
• Data acquisition and enrichment
• Continuous learning for data engineers

_{Module 2}

Data modelling

• Schema design and data mapping
• Data warehousing, data lakes, and data meshes

_{Module 3}

Data pipelines

• Ensuring data quality
• Extracting and transferring data
• Data integration and ingestion

_{Module 4}

Automating data pipelines

• Data pipeline automation
• Pipeline deployment

_{Module 5}

Testing data pipelines

• Pipeline troubleshooting
• Pipeline testing and observability

Product-focused development

_{Module 6}

Data security, governance, and ethics

• Data governance and regulations
• Data policy and ethics
• Sustainable data practices

_{Module 7}

End point assessment (EPA) readiness

• Working session to learn more about the EPA, practice for your interview, and work on your evidence.

_{Module 8}

Data solutions for business impact

• Developing data solutions
• Evaluating data solutions

_{Module 9}

Transformative development methodologies

• Software development methodologies (DataOps and DevOps)
• Emerging skills and technologies
• Legacy system transformation

_{Module 10}

Data change management

• Change data capture
• Data lineage
• Change management

Scale and innovation for enterprise

_{Module 11}

Real-time data processing

• Scalable solutions
• Real-time processing and analytics

_{Module 12}

Cloud engineering

• Cloud engineering
• Developing effective cloud architecture

_{Module 13}

Critical incident response

• Incident identification and mitigation
• Disaster recovery and continuity

_{Module 14}

Data engineering for machine learning

• Facilitating data science with data engineering
• Machine learning foundations
• Data preparation for feature engineering

Gateway and independent preparation for end point assessment (EPA)

_{Months 15-17}

Gateway and independent preparation for end point assessment (EPA)

• Produce project evaluation report
• Build and practice project presentation
• Practice for professional discussion