Azure Databricks Data Engineer Associate study guide
Azure Databricks Data Engineer Associate · Work through your exam, one topic at a time.
The Databricks Certified Data Engineer Associate is a proctored, entry-level certification that assesses a candidate's ability to use the Databricks Data + AI Platform to execute foundational data engineering tasks. It is aimed at practitioners with hands-on experience performing the data engineering tasks outlined in the official exam guide, and no formal prerequisite is required, though related training is highly recommended. The Azure Databricks Data Engineer Associate study guide has 7 sections and about 2,904 words.
01Databricks Intelligence Platform
This domain checks whether you understand how Azure Databricks is assembled: the account and workspace model, control plane versus compute plane, the lakehouse services, and where Unity Catalog fits. Expect scenario questions about choosing compute, locating data, and administering the platform.
453 words, about 2 min02Data Ingestion and Loading
This domain tests how you land batch and streaming data into Delta tables on Azure Databricks. Questions focus on Auto Loader, COPY INTO , Kafka/Event Hubs, JDBC reads, schema handling, and idempotent incremental loads.
410 words, about 2 min03Data Transformation and Modeling
This domain tests transformation logic and table design: Spark SQL/DataFrame operations, medallion layers, Delta modeling, upserts, deduplication, and data-quality expectations. Questions often ask which modeling or layout choice fits a workload.
389 words, about 2 min04Working with Lakeflow Jobs
This domain tests orchestration: building multi-task jobs, choosing triggers and compute, passing parameters, handling failures, and operating runs. Expect questions about task dependencies and production job behavior.
395 words, about 2 min05Implementing CI/CD
This domain tests promoting Databricks code and configuration through environments with source control, automation, and identity. Questions ask how to deploy jobs and pipelines repeatably, authenticate, and test.
411 words, about 2 min06Troubleshooting, Monitoring, and Optimization
This domain tests diagnosis and tuning of Spark and Delta workloads, plus the monitoring surfaces you use in production. Questions describe symptoms such as slow stages, spills, or small files and ask for the best fix.
421 words, about 2 min07Governance and Security
This domain tests Unity Catalog permissions, identity, data protection, and auditing. Questions ask who can see or change an object, how to mask data, and how to secure storage and network access.
425 words, about 2 min