Databricks Certification Track
The same adaptive CertLake engine, tuned to the real Databricks exam blueprint. Realistic questions, detailed explanations, direct documentation links.
1128 practice questions across 8 certifications
Data Engineer Associate
118 practice questions covering ETL pipelines, Delta Lake, Lakeflow, and data governance
Data Analyst Associate
171 practice questions covering SQL queries, dashboards, Unity Catalog, and workspace management
Machine Learning Associate
173 practice questions covering MLflow, Feature Store, model development, and deployment
Generative AI Engineer Associate
120 practice questions covering LLMs, RAG applications, Vector Search, and LangChain
Context Engineer Associate
100 practice questions covering context engineering for AI agents — retrieval, memory, MCP tools, and governance
Spark Developer Associate
122 practice questions covering Spark architecture, DataFrame API, SQL, and Structured Streaming
Data Engineer Professional
181 practice questions covering Advanced pipelines, performance tuning, security, and monitoring
Machine Learning Professional
143 practice questions covering Advanced ML pipelines, MLOps, and production deployment