Databricks Data
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Junior Engineer Mid-Level Engineer

Lakehouse Fundamentals Data Engineer Associate Data Engineer Professional Spark Developer (PySpark)

Delta Lake Optimization DLT Streaming Pipeline PySpark Zenith Associate Cert Prep

dbutils PySpark Data Manipulation Delta Maintenance Delta Optimization Unity Catalog Admin Soda Core PySpark Config

Learning Paths

Junior Engineer Mid-Level Engineer

Certifications

Lakehouse Fundamentals Data Engineer Associate Data Engineer Professional Spark Developer (PySpark)

Projects

Delta Lake Optimization DLT Streaming Pipeline PySpark Zenith Associate Cert Prep

Cheatsheets

dbutils PySpark Data Manipulation Delta Maintenance Delta Optimization Unity Catalog Admin Soda Core PySpark Config

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Data Engineer Associate

Curated prep path: official guides, courses, and practice resources.

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