
186
SAGreat models don’t start with algorithms - they start with clean architecture.
I use a medallion approach inside Fabric Lakehouses:
- Bronze: Raw ingested data
- Silver: Cleaned, validated, and conformed
- Gold: Aggregated, business-ready, and model-ready features
This separation makes pipelines easier to debug, govern, and scale.
When something breaks, I always know which layer to inspect.
And when stakeholders need new features, I know exactly where to derive them without contaminating raw data.
𝗧𝗶𝗽: Keep transformations between layers declarative and documented - it makes audits and lineage reviews trivial.
#MicrosoftFabric #Lakehouse #MedallionArchitecture #DataEngineering #MLOps #Analytics #DataScience #Kaggle
@sahirmaharaj_










