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Databricks Certified Data Engineer Associate - Practice Labs πŸš€

This repository is dedicated to mastering the fundamental concepts and hands-on skills required for the Databricks Certified Data Engineer Associate exam. It serves as a comprehensive technical sandbox for building robust data platforms on the Lakehouse Architecture.


🎯 Objective

To provide a structured environment for practicing ELT workflows, Delta Lake management, and data governance within the Databricks ecosystem.

πŸ›  Core Topics Covered

  • Lakehouse Architecture: Implementing Medallion architecture (Bronze, Silver, Gold).
  • Delta Lake: Deep dive into ACID transactions, time travel, and performance optimization.
  • ELT Pipelines: Developing scalable pipelines using PySpark, SQL, and Delta Live Tables (DLT).
  • Unity Catalog: Implementing data governance, PII masking, and fine-grained access control.
  • Workflow Orchestration: Managing job clusters and automated deployments.

πŸ“š Resources & Credits

This repository contains resources aligned with the top-rated preparation course:


πŸš€ How to Use This Repository

To practice these labs in your own environment:

  1. Open your Databricks Workspace.
  2. Navigate to Repos in the sidebar.
  3. Click Add Repo and paste this repository URL.
  4. Clone the repo to start interacting with the notebooks directly.

πŸ‘¨β€πŸ’» About the Author

Carlos Araque L. Senior Data Engineer with 10+ years of experience delivering enterprise-scale data platforms across Australia and internationally. Renewed Databricks Certified Data Engineer Associate (2026).

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Azure DBR Practice and tst prepraration

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