Study guide

Databricks Data Engineer Professional study guide

Read a lesson, then practice the ideas you want to remember.

Lessons

  1. Advanced Spark SQL Patterns — Free Study Guide 2026
  2. Complex PySpark Transformations & DataFrame
  3. Lakeflow & Delta Live Tables Declarative Pip
  4. Streaming Workloads with Structured Streamin
  5. Data Lineage & Tagging in Unity Catalog
  6. Managed vs External Tables & Storage Governa
  7. Unity Catalog Governance Architecture — Free Study Guide 2026
  8. Auto Loader Production Ingestion — Free Study Guide 2026
  9. Batch & Streaming Connectors — Free Study Guide 2026
  10. Change Data Capture Ingestion Patterns — Free Study Guide 2026
  11. Compute Choice & Cluster Sizing — Free Study Guide 2026
  12. Photon Engine & Query Acceleration — Free Study Guide 2026
  13. Data Storage & Layout Optimization — Free Study Guide 2026
  14. Analytics & BI Optimization — Free Study Guide 2026
  15. Dimensional Modeling in the Lakehouse — Free Study Guide 2026
  16. Medallion Architecture Design Patterns — Free Study Guide 2026
  17. Compliance, Audit & Data Privacy — Free Study Guide 2026
  18. Dynamic Data Masking & Row/Column-Level Secu
  19. Secrets Management & Network Security — Free Study Guide 2026
  20. Unity Catalog Access Control & Least Privile
  21. Delta Sharing Architecture & Governance
  22. Lakehouse Federation — Free Study Guide 2026
  23. Data Cleansing, Deduplication & Standardizat
  24. Data Validation & Quality Frameworks — Free Study Guide 2026
  25. Handling Schema Drift and Evolution — Free Study Guide 2026
  26. Silver and Gold Medallion Layer Refinement
  27. CI/CD Automation & Databricks CLI / REST API
  28. Code Versioning & Databricks Git Integration
  29. Databricks Asset Bundles & Infrastructure as
  30. Troubleshooting Pipeline & Job Failures
  31. Data Quality & Pipeline Alerting — Free Study Guide 2026
  32. Spark UI & Query Execution Diagnostics — Free Study Guide 2026
  33. System Tables & Observability — Free Study Guide 2026
  34. Databricks Workflows & Job Monitoring — Free Study Guide 2026
  35. Cost Governance & DBU Optimization — Free Study Guide 2026
  36. Partitioning & Data Skew Remediation — Free Study Guide 2026
  37. Advanced Delta Lake Features — Free Study Guide 2026
  38. Custom & Stateful Streaming Operations — Free Study Guide 2026
  39. Python & PySpark Code Modularization — Free Study Guide 2026
  40. User-Defined Functions & Performance Impact