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Season 3
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Episode 35

Advanced Modeling Patterns

50:00

Episode Summary

Complex modeling scenarios — many-to-many relationships, bridge tables, role-playing dimensions, slowly changing dimensions (SCD Type 1 & 2), and parent-child hierarchies.

This is Episode 35 of the free Namaste Power BI course on DevWithData — covering advanced modeling patterns. Watch the video above, then pass the MCQ checkpoint to unlock the next episode and update your Data Readiness Index score.

Key Takeaways

  • Many-to-many requires a bridge table (e.g., Student-Course enrollment)
  • Role-playing dimensions: one Date table used for multiple date columns
  • SCD Type 1 overwrites; Type 2 adds new rows with effective dates
  • PATH/PATHITEM functions flatten parent-child hierarchies for RLS

⚠ Common Interview Pitfalls

  • Using bidirectional filtering instead of a proper bridge table
  • Not creating separate Date table instances for role-playing (use TREATAS instead)
  • Building SCD Type 2 without proper surrogate keys

Official Reference

Deepen your understanding with official Microsoft documentation.

Content on DevWithData is original and inspired by official Microsoft resources. The links above point directly to Microsoft Learn — always the authoritative source.

Episode Checkpoint

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