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11-11-2025 08:48 AM
Kudos to you for diving into Databricks so quickly and already covering so many core concepts! That’s a fantastic foundation, you’ve clearly built an understanding of both the platform and its ecosystem (Lakehouse, Delta Lake, and MLflow are key pillars).
Suggestion: a great next step would be to build a simple data pipeline using the Medallion Architecture. For example:
Bronze: Ingest raw CSV/JSON data (like public datasets from Kaggle).
Silver: Clean and transform it with Spark (handle nulls, deduplicate, enrich).
Gold: Aggregate the data for insights, maybe a small dashboard or BI visualization.
Then, you can layer in MLflow to track a basic ML model (like predicting sales or ratings). It’s the perfect beginner-friendly project that connects all the concepts you’ve learned so far.
Keep going! You’re already thinking like a data engineer
#KeepLearning #Databricks #Lakehouse #DataEngineering