Measured data
SnowPro Advanced: Data Engineer
We scored 65 real SnowPro Advanced: Data Engineer exam questions 1-10 on question complexity and broke the result down by exam domain.
- 65 questions scored
- 5 domains
- 2.0/10 overall complexity
certilumComplexity by exam domain
Higher scores mean more demanding question formats. The exam score is computed over the whole bank, not averaged across domains.
- Data Governance9 questions · complexity 2.0/10 · Gentle
33% multi-select · 0% scenario · 33% interactive
- Data Movement18 questions · complexity 2.0/10 · Gentle
33% multi-select · 0% scenario · 33% interactive
- Data Transformation16 questions · complexity 1.9/10 · Gentle
31% multi-select · 0% scenario · 31% interactive
- Performance Optimization13 questions · complexity 1.8/10 · Gentle
31% multi-select · 0% scenario · 31% interactive
- Storage and Data Protection9 questions · complexity 2.3/10 · Gentle
33% multi-select · 11% scenario · 33% 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 Governance | 14% | 9 | 3 | 3 | 3 | 2.0/10Gentle |
| Data Movement | 28% | 18 | 6 | 6 | 6 | 2.0/10Gentle |
| Data Transformation | 25% | 16 | 6 | 5 | 5 | 1.9/10Gentle |
| Performance Optimization | 19% | 13 | 5 | 4 | 4 | 1.8/10Gentle |
| Storage and Data Protection | 14% | 9 | 3 | 3 | 3 | 2.3/10Gentle |
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 SnowPro Advanced: Data Engineer 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 SnowPro Advanced: Data Engineer Foundation question bank, 65 questions, 5 domains. Published by CERTILUM. This is Certilum’s own measurement of its own question bank and is not an official Snowflake statistic.
- Questions analysed
- 65
- Exam domains
- 5
- Hardest domain
- Storage and Data Protection (2.3)
- Most approachable domain
- Performance Optimization (1.8)
- Question mix
- 23 single · 21 multi · 21 interactive
- Measured on
- Foundation
Frequently asked questions
What our SnowPro Advanced: Data Engineer complexity numbers mean and how they are produced.