BI303: Data Transformation & ETL/ELT

SFIA Reference: DENG Level 4

Data Analyst / Report Writer (Grade 3)

Competency Description

Transforms and prepares data for reporting using Power Query (M) and SQL, integrating with data pipelines.

Learning Outcomes

  • Cleanse and shape data using Power Query.
  • Write efficient SQL queries to feed BI datasets.
  • Collaborate with engineers to streamline transformations.

Evidence Requirements

Level 4:

  • Built a reusable Power Query transformation for reporting.
  • Created SQL views to support BI models. Level 5:
  • Designed transformation patterns adopted team-wide.
  • Audited and refactored inefficient ETL logic.

Suggested Learning Activities

  • Transformation lab: From raw to report-ready.
  • Reflection: Performance tuning Power Query steps.
  • SQL script optimisation exercise.

Recommended Resources

  • KnowHow: “Power Query Tips and Patterns”
  • Microsoft Learn: Query Performance Tuning

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