Databricks Certified Data Engineer Associate

Measured data

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Databricks Certified Data Engineer Associate

PR000054

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.

Exam complexity score1.8/10Gentle · measured across 45 bank questions
  • 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.

DomainBlueprintQuestionsSingleMultiInteractiveComplexity
Data Ingestion and Loading21%93332.0/10Gentle
Data Transformation and Modeling22%104331.4/10Gentle
Databricks Intelligence Platform6%31112.7/10Gentle
Governance and Security15%73221.7/10Gentle
Implementing CI/CD10%52212.0/10Gentle
Troubleshooting, Monitoring, and Optimization10%42111.5/10Gentle
Working with Lakeflow Jobs16%73221.7/10Gentle

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.