How hard is the Databricks Data Analyst Associate exam? +
Writing SQL is the easy part. The exam also tests the platform around it: Unity Catalog's three-level namespace, governed tags, lineage, Delta Sharing and Marketplace, plus query performance with Photon, caching, the query profiler, predictive optimization and liquid clustering. Genie spaces are 12% of the exam, and many analysts have never set one up. SQL-only analysts tend to underestimate how much platform knowledge is expected.
How many questions are on the exam and how long is it? +
There are 45 scored multiple-choice questions in 90 minutes, proctored online or at a test center. The largest sections are Executing Queries with Databricks SQL and SQL Warehouses 20%, Creating Dashboards and Visualizations 16%, Analyzing Queries 15% and Developing, Sharing and Maintaining AI/BI Genie Spaces 12%, with smaller sections on platform, data management, security and data modeling.
What changed in the October 2026 exam guide? +
The guide updated product names: AI/BI Genie Agents, Genie Code (formerly Databricks Assistant) and Lakeflow Declarative Pipelines appear in questions. Genie spaces now form their own 12% section covering creation, curation, permissions and benchmarking. Analysts working from older material can stumble on unfamiliar names for features they already use.
How much does the Data Analyst Associate cost and how long is it valid? +
The registration fee is $200. There are no formal prerequisites, but Databricks recommends six months or more of hands-on data analysis work. The certification is valid for two years, and you recertify by passing the current exam. If you fail, you wait 14 days and pay the full fee again.
How long should I prepare for the Data Analyst Associate? +
If you already use Databricks SQL, 2 to 4 weeks is typical. Spend hands-on time on what you don't use daily: create and benchmark a Genie space, read a query profile, build an AI/BI dashboard and set Unity Catalog permissions. Check that any practice material uses the current product names.
Should I take the Data Analyst or the Data Engineer Associate? +
Take the Data Analyst Associate if your work is querying, dashboards and self-service analytics in Databricks SQL and AI/BI. Take the Data Engineer Associate if you build ingestion pipelines, jobs and CI/CD. They overlap on Unity Catalog and platform basics, but the Analyst exam focuses on SQL warehouses, query performance, dashboards and Genie, while the Engineer exam focuses on Lakeflow pipelines and orchestration.