By Quick answer: Databricks GenAI Engineer or Azure AI Engineer: which should I choose in 2027?
- Choose Databricks GenAI Engineer — your team builds on Databricks.
- Choose Azure AI Engineer — your team builds on Azure.
- Verdict — Choose by platform.
- Before you pay — take a free practice test.
Key takeaways
- Choose Databricks GenAI Engineer if your team builds on Databricks.
- Choose Azure AI Engineer if your team builds on Azure.
- Check job posts in your target market before deciding.
Databricks GenAI Engineer and Azure AI Engineer are often compared, but they suit different people. Here's a side-by-side comparison and a clear way to choose.
The options at a glance
Ranked for this reader. Costs and formats come from each issuer's own page, checked on 3 November 2026; prices change, so confirm before you book.
| # | Certification | Cost | Time | Prove it free |
|---|---|---|---|---|
| 1 | Databricks Certified Generative AI Engineer AssociateDatabricks | $2001 | 90 minutes | Free test |
| 2 | Microsoft Azure AI Engineer Associate (AI-102)Microsoft | Exam priced by country2 | 100 minutes | Free test |
| 3 | AWS Certified Machine Learning Engineer – AssociateAmazon Web Services | $1503 | Check issuer | Free test |
| 4 | Generative AI with Large Language ModelsDeepLearning.AI & AWS / Coursera | Coursera plan4 | 2 weeks at 10 hours a week | Free test |
Prove it free before you pay for an exam
Take the free test first. Pay for an exam only when you pass.
Every pick above has a matching free practice test on Science of Apps, one of the world's largest libraries of free certification tests (1,200+). Check your level before you pay for an exam, or add a verifiable credential to LinkedIn while you study. (Disclosure: we publish these tests; the certifications above earn us nothing.)
- Databricks Generative AI Engineer Practice ExamPractise for Databricks Certified Generative AI Engineer Associate before you pay.Start free test →
- AI-102 Practice TestPractise for Microsoft Azure AI Engineer Associate (AI-102) before you pay.Start free test →
- AWS ML Engineer Associate Practice ExamPractise for AWS Certified Machine Learning Engineer – Associate before you pay.Start free test →
- LLM Application Development CertificationPractise for Generative AI with Large Language Models before you pay.Start free test →
Each option, and who should choose it
- DatabricksDatabricks Certified Generative AI Engineer AssociateDatabricks teams$200
- MicrosoftMicrosoft Azure AI Engineer Associate (AI-102)Azure teamsExam priced by country
- AWSAWS Certified Machine Learning Engineer – AssociateAWS teams$150
Databricks Certified Generative AI Engineer Associate
- Cost
- $2001
- Format
- 90 minutes
$200; 90 minutes. Databricks' associate exam proves you can design and build LLM applications on the Databricks platform, from data preparation to evaluation. It's 90 minutes and costs $200, so it suits data and AI engineers whose teams use Databricks.
Best forDatabricks teams
Microsoft Azure AI Engineer Associate (AI-102)
- Cost
- Exam priced by country2
- Format
- 100 minutes
Priced by country; 100 minutes. Microsoft's associate exam proves you can build AI solutions on Azure, including generative AI, language and vision apps. It's a 100-minute exam priced by country, needs coding skills and renews free online each year.
Best forAzure teams
AWS Certified Machine Learning Engineer – Associate
- Cost
- $1503
$150. AWS's associate exam proves you can prepare data, train, deploy and monitor machine learning models on AWS. It costs $150 and expects hands-on ML and AWS experience, making it a strong credential for ML engineers.
Best forAWS teams
Generative AI with Large Language Models
- Cost
- Coursera plan4
- Time
- 2 weeks at 10 hours a week
LLM foundations. DeepLearning.AI and AWS's course explains how large language models work, how to fine-tune and evaluate them and how to deploy them. It takes about two weeks at ten hours a week and suits developers and data scientists with Python.
Best forpreparation
Databricks GenAI Engineer vs Azure AI Engineer side by side
| Databricks GenAI Engineer | Azure AI Engineer | |
|---|---|---|
| Platform | Databricks | Azure |
| Cost | $200 | Priced by country |
| Focus | LLM apps on Databricks | AI solutions on Azure |
| Best for | Data and AI engineers on Databricks | Developers on Azure |
Table: Databricks GenAI Engineer vs Azure AI Engineer
How to choose
- Choose Databricks GenAI Engineer — your team builds on Databricks.
- Choose Azure AI Engineer — your team builds on Azure.
- Still unsure — search job posts in your city for each name.
How we ranked these picks
We compared both options on cost, format, prerequisites and fit using official pages, checked 3 November 2026. Science of Apps has no commercial relationship with either issuer.
Frequently asked questions
Which is harder?
Similar level; depends on platform experience.
Which has more jobs?
Depends on your market's platforms.
Can I hold both?
Yes, for multi-platform teams.
How do I prepare?
Generative AI with LLMs plus hands-on practice.
Is there a free practice test for both?
Yes. Science of Apps offers free practice tests for both, instantly graded with a verifiable certificate.
Sources
- Databricks — Databricks Certified Generative AI Engineer Associate, official page (checked 3 Nov 2026)
- Microsoft — Microsoft Azure AI Engineer Associate (AI-102), official page (checked 3 Nov 2026)
- Amazon Web Services — AWS Certified Machine Learning Engineer – Associate, official page (checked 3 Nov 2026)
- DeepLearning.AI & AWS — Generative AI with Large Language Models, official page (checked 3 Nov 2026)
- Checked November 4, 2026. Figures that change — fees, salaries, prices — are reviewed every six months; if something is out of date, tell us.
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Prove the skill before you pay for the exam.
Start with the free Databricks Generative AI Engineer Practice Exam. 1,200+ free, test-based certifications graded on our server. Pass and get a founder-signed certificate with a credential ID employers can verify.