You can see it againUnder pressure people bring back shapes and positions long after the wording has gone.
Picture superiority · Shepard 1967, Standing 1973The Microsoft Certified: Azure Data Engineer Associate certification validates your expertise in integrating, transforming, and consolidating data from various systems into a suitable schema for analytics solutions. It is designed for data engineers who build and maintain secure and compliant data processing pipelines using Azure services.
Content last reviewed 1 October 2023 · Up to date
What this certification covers, who it is written for, and what the exam itself looks like on the day.
What it validates, who it is written for, and the experience it assumes.
The Microsoft Certified: Azure Data Engineer Associate certification demonstrates your ability to implement and manage data engineering workloads on Microsoft Azure. It targets professionals who design and optimize data platforms to meet business requirements.
Earning this certification shows that you can build secure and compliant data processing pipelines, troubleshoot operational issues, and ensure high-performing data stores using Azure services and frameworks.
This certification is intended for data engineers who are responsible for integrating, transforming, and consolidating data from various structured, unstructured, and streaming data systems. Candidates should be proficient in using Azure data services to create data processing solutions. You should have expertise in data processing languages such as SQL, Python, and Scala, and be comfortable designing data architecture patterns and implementing data processing solutions using Azure tools.
Experience with data processing languages and Azure data services. Proficiency in SQL, Python, and Scala; Experience with Azure Data Factory, Azure Synapse Analytics, and Azure Databricks; Understanding of data architecture patterns and parallel processing
Every domain and objective Microsoft measures, with the weight they carry on the exam.
The official Microsoft exam outline · checked 1 October 2023 · See the source
Everything Microsoft publishes about sitting it, and nothing we inferred.
No mandatory prerequisites — this certification has no required predecessor exam or credential.
The path Microsoft lays out, how the credential is kept, and where to book.
Step-by-step path to Microsoft Certified: Azure Data Engineer Associate
Renew eligible Certifications annually at no cost by completing a short online assessment. Stay current with the latest technologies and maintain your certification.
Learn more about renewal requirementsThis certification is currently active and available. Microsoft maintains this certification to validate current skills and industry relevance.
Register for the exam through Pearson VUE, Microsoft’s authorized testing partner.
Schedule your examVisit the official Microsoft certification page for exam policies and requirements.
View the official pageYour coach in the app reads what you have answered with the book closed and tells you one thing to do tonight. It will not count an answer you gave with the page open, and it will tell you when you are not ready.
See how the coach worksIt aligns with roles such as data engineer, data analyst, and business intelligence professional who work with Azure data services.
You must wait 24 hours after a first failed attempt, and 14 days before each subsequent attempt. There is no annual cap on attempts.
Yes. In addition to multiple-choice items, DP-203 includes performance-based tasks where you complete scenarios using Azure services.
Yes. Earning a higher-level Microsoft certification can renew this credential without taking the DP-203 renewal assessment.
Every domain, every objective, and every concept Microsoft measures — each one written out.





Every objective below is a page you can open and practise now, without an account.
The official Microsoft exam outline · checked 1 October 2023 · See the source
In front of every objective the practice pages are already there, free and without an account. This is one objective, opened.
30 questions on this objective, five to a page. Every range above is a real page, open now, with no account.
The curriculum tells you what is on the exam. Proving you know it is a different job — and it is the one the closed-book run does.
The whole bank is open. 5 questions to a page, every answer explained, and a discussion thread on each one.
Every objective, and every page range, is a link — so you can pick up exactly where you left off.
Short enough to finish, long enough to matter.
Not only which one is right — why the others are wrong.
Ask, answer, and vote. Every question has its own thread.
These are not trivia. Each one is written against a concept in the book, so when you get one wrong there is somewhere to go and find out why.

The pages shown here come from our AI-900 book — an example of how each concept is written in plain language and, where the idea needs one, drawn as a full page you can take in at a glance.





Three reasons, and each one is a real finding rather than a slogan.
You can see it againUnder pressure people bring back shapes and positions long after the wording has gone.
Picture superiority · Shepard 1967, Standing 1973
The whole idea at onceWhere it starts, what happens in the middle, what comes out, and the mistake to avoid.
Multimedia principle · Mayer
The look-alikes sit togetherThe pairs the exam tests are drawn side by side, so the difference is seen, not told.
Dual coding · PaivioYou are never asked to read a poster here — only to see how one is built. After that, every other page is legible at a glance.

The idea as a sequence, followed with a finger before a word is read.
What it is, how the machine learns it, when it is the right tool.
The distinction the exam tests, given its own box instead of buried in prose.
The sentence to carry into the exam room.
This is the part that teaches. The illustration and the written explanation stay where they are while you work, so a scenario stops being a memory test and becomes something you can simply look at.
A smartphone uses AI to unlock when the owner looks at the camera. Which AI capability is being used?

The same questions come back with the book closed — that run is the one that counts. After it, your coach picks one thing for tonight, sized to the time you have, and brings pages back before you lose them.
Testing effect · Roediger & Karpicke 2006 · spacing effect · Cepeda et al. 2006
Where the exam is defined, scheduled and scored.
We link to them rather than repeat them, so nothing here goes stale behind them.
We build from the official skills outline, not from a summary of it — 9 objectives, 100 concepts written under them, and free questions against every one. When Microsoft changes the outline, this page changes with it.
That is the only question worth answering the night before, and no link answers it. You answer it by taking the questions with the book closed, and seeing what comes back.