
Measured data
Databricks Certified Data Engineer Associate
We scored 45 real Databricks Certified Data Engineer Associate exam questions 1-10 on question complexity and broke the result down by exam domain.
- 45 questions scored
- 7 domains
- 1.8/10 overall complexity
Complexity by exam domain
Higher scores mean more demanding question formats. The exam score is computed over the whole bank, not averaged across domains.
- Data Ingestion and Loading9 questions · complexity 2.0/10 · Gentle
33% multi-select · 0% scenario · 33% interactive
- Data Transformation and Modeling10 questions · complexity 1.4/10 · Gentle
20% multi-select · 0% scenario · 30% interactive
- Databricks Intelligence Platform3 questions · complexity 2.7/10 · Gentle
33% multi-select · 0% scenario · 33% interactive
- Governance and Security7 questions · complexity 1.7/10 · Gentle
29% multi-select · 0% scenario · 29% interactive
- Implementing CI/CD5 questions · complexity 2.0/10 · Gentle
40% multi-select · 0% scenario · 20% interactive
- Troubleshooting, Monitoring, and Optimization4 questions · complexity 1.5/10 · Gentle
25% multi-select · 0% scenario · 25% interactive
- Working with Lakeflow Jobs7 questions · complexity 1.7/10 · Gentle
29% multi-select · 0% scenario · 29% interactive
Full per-domain breakdown
Blueprint weight, bank size and question format mix for every domain of the exam.
| Domain | Blueprint | Questions | Single | Multi | Interactive | Complexity |
|---|---|---|---|---|---|---|
| Data Ingestion and Loading | 21% | 9 | 3 | 3 | 3 | 2.0/10Gentle |
| Data Transformation and Modeling | 22% | 10 | 4 | 3 | 3 | 1.4/10Gentle |
| Databricks Intelligence Platform | 6% | 3 | 1 | 1 | 1 | 2.7/10Gentle |
| Governance and Security | 15% | 7 | 3 | 2 | 2 | 1.7/10Gentle |
| Implementing CI/CD | 10% | 5 | 2 | 2 | 1 | 2.0/10Gentle |
| Troubleshooting, Monitoring, and Optimization | 10% | 4 | 2 | 1 | 1 | 1.5/10Gentle |
| Working with Lakeflow Jobs | 16% | 7 | 3 | 2 | 2 | 1.7/10Gentle |
How the score is calculated
The formula is fixed and public, so anyone can reproduce these numbers from the same bank.
Every question in the Databricks Certified Data Engineer Associate bank is measured on four signals that can be read directly from the database. Each signal is expressed as a share of the questions in the domain, and the four shares are combined with fixed weights:
- Multi-select questions (40% weight). Items with more than one correct answer. The candidate has to find all of them, which is the single hardest format in the bank.
- Scenario questions (30% weight). Questions longer than 150 characters, which describe a situation instead of a definition and therefore test reasoning rather than recall.
- Interactive questions (20% weight). Items that require reading code or a configuration snippet.
- Deep explanations (10% weight). Questions whose explanation runs past 300 characters, which signals a concept with real nuance behind it.
The combined share is multiplied by ten to produce a 1-10 score. The exam-level score is computed over the whole bank rather than averaged across domains, so a small domain cannot distort the total. Figures on this page are recomputed from the live bank on every crawl.
Data set: Certilum Databricks Certified Data Engineer Associate Foundation question bank, 45 questions, 7 domains. Published by CERTILUM. This is Certilum’s own measurement of its own question bank and is not an official Databricks statistic.
- Questions analysed
- 45
- Exam domains
- 7
- Hardest domain
- Databricks Intelligence Platform (2.7)
- Most approachable domain
- Data Transformation and Modeling (1.4)
- Question mix
- 18 single · 14 multi · 13 interactive
- Measured on
- Foundation
Frequently asked questions
What our Databricks Certified Data Engineer Associate complexity numbers mean and how they are produced.