Study guide
Databricks Data Engineer Professional study guide
Read a lesson, then practice the ideas you want to remember.
Lessons
- Advanced Spark SQL Patterns — Free Study Guide 2026
- Complex PySpark Transformations & DataFrame
- Lakeflow & Delta Live Tables Declarative Pip
- Streaming Workloads with Structured Streamin
- Data Lineage & Tagging in Unity Catalog
- Managed vs External Tables & Storage Governa
- Unity Catalog Governance Architecture — Free Study Guide 2026
- Auto Loader Production Ingestion — Free Study Guide 2026
- Batch & Streaming Connectors — Free Study Guide 2026
- Change Data Capture Ingestion Patterns — Free Study Guide 2026
- Compute Choice & Cluster Sizing — Free Study Guide 2026
- Photon Engine & Query Acceleration — Free Study Guide 2026
- Data Storage & Layout Optimization — Free Study Guide 2026
- Analytics & BI Optimization — Free Study Guide 2026
- Dimensional Modeling in the Lakehouse — Free Study Guide 2026
- Medallion Architecture Design Patterns — Free Study Guide 2026
- Compliance, Audit & Data Privacy — Free Study Guide 2026
- Dynamic Data Masking & Row/Column-Level Secu
- Secrets Management & Network Security — Free Study Guide 2026
- Unity Catalog Access Control & Least Privile
- Delta Sharing Architecture & Governance
- Lakehouse Federation — Free Study Guide 2026
- Data Cleansing, Deduplication & Standardizat
- Data Validation & Quality Frameworks — Free Study Guide 2026
- Handling Schema Drift and Evolution — Free Study Guide 2026
- Silver and Gold Medallion Layer Refinement
- CI/CD Automation & Databricks CLI / REST API
- Code Versioning & Databricks Git Integration
- Databricks Asset Bundles & Infrastructure as
- Troubleshooting Pipeline & Job Failures
- Data Quality & Pipeline Alerting — Free Study Guide 2026
- Spark UI & Query Execution Diagnostics — Free Study Guide 2026
- System Tables & Observability — Free Study Guide 2026
- Databricks Workflows & Job Monitoring — Free Study Guide 2026
- Cost Governance & DBU Optimization — Free Study Guide 2026
- Partitioning & Data Skew Remediation — Free Study Guide 2026
- Advanced Delta Lake Features — Free Study Guide 2026
- Custom & Stateful Streaming Operations — Free Study Guide 2026
- Python & PySpark Code Modularization — Free Study Guide 2026
- User-Defined Functions & Performance Impact