Review Databricks practice test links, current IT Mastery practice pages, official-source links, data-platform notes, and sample question pages before choosing an IT Mastery page.
Use this page when you are choosing between Databricks data engineering, analytics, machine learning, and GenAI pages.
Last reviewed: May 15, 2026.
Databricks certification names and exam guides can change as the platform changes. Verify the current exam with Databricks before scheduling.
| Exam | Page focus |
|---|---|
| Data Engineer Associate | Live IT Mastery practice. |
| Data Engineer Professional | Sample questions and exam-selection page. |
| Data Analyst Associate | Sample questions and exam-selection page. |
| Machine Learning Associate | Sample questions and exam-selection page. |
| Machine Learning Professional | Sample questions and exam-selection page. |
| Generative AI Engineer Associate | Sample questions and exam-selection page. |
| Area | What to remember |
|---|---|
| Data engineering levels | Associate and professional pages stay separate because they test different production-readiness depth. |
| GenAI changes | Databricks GenAI expectations can shift quickly around RAG, embeddings, evaluation, governance, and MLflow integration. |
| Microsoft DP-750 overlap | Candidates searching Azure Databricks may also need the Microsoft DP-750 page under Microsoft Azure. |
Open the Databricks Practice Test Hub to choose the exact exam.