Google Cloud Professional ML Engineer
Advanced Google Cloud certification for designing and building ML models that scale — covers MLOps, Vertex AI, and responsible AI.
Full guide →Azure Fundamentals
Microsoft's entry-level Azure certification covering cloud concepts, core Azure services, security, privacy, and pricing.
Full guide →Google Cloud Professional ML Engineer vs Azure Fundamentals
Which certification is right for your career?
Full comparison
| Category | Google Cloud Professional ML Engineer | Azure Fundamentals |
|---|---|---|
| Exam cost | $200 USD | ✓$165 USD |
| Avg salary uplift | ✓+$22,000/yr | +$6,000/yr |
| Passing score | 700/1000 | 700/1000 |
| Exam duration | 120 min | 65 min |
| Renewal period | Every 2 years | Every 2 years |
| Issued by | Google Cloud | Microsoft |
| Difficulty |
Google Cloud Professional ML Engineer
3+ years industry experience + 1 year Google Cloud experience + ML background
Azure Fundamentals
None required
- You're an experienced ML engineer targeting senior MLOps or research roles
- You want a potential +$22,000/yr salary uplift
- You build, train, and deploy ML models in production environments
- You're new to cloud and want a foundational credential from Microsoft
- You want a potential +$6,000/yr salary uplift
- Your organisation runs on Microsoft and you need the recognised entry-level credential
Google Cloud Professional ML Engineer and Azure Fundamentals lead to entirely different careers — AI and machine learning vs cloud computing. The right choice depends on which field aligns with your current job or target role. If you want both eventually, start with Azure Fundamentals — it's the quicker win at the beginner level.
Best Google Cloud Professional ML Engineer courses
Best Azure Fundamentals courses
Is Google Cloud Professional ML Engineer harder than Azure Fundamentals?
Google Cloud Professional ML Engineer is harder — rated advanced vs beginner.
Which pays more — Google Cloud Professional ML Engineer or Azure Fundamentals?
Google Cloud Professional ML Engineer has an average salary uplift of +$22,000/yr, while Azure Fundamentals has +$6,000/yr. Google Cloud Professional ML Engineer has the higher salary impact.
Which should I get first — Google Cloud Professional ML Engineer or Azure Fundamentals?
Azure Fundamentals is the better starting point — it's rated beginner and costs less. Use it as a stepping stone toward Google Cloud Professional ML Engineer.
Can I get both Google Cloud Professional ML Engineer and Azure Fundamentals?
Yes — many professionals hold both. Google Cloud Professional ML Engineer and Azure Fundamentals complement each other, covering AI and machine learning and cloud computing respectively. Holding both signals broader expertise and typically commands a higher salary than either cert alone.
Which is worth it in 2026 — Google Cloud Professional ML Engineer or Azure Fundamentals?
Both are worth it in 2026. Google Cloud Professional ML Engineer offers a +$22,000/yr average salary uplift; Azure Fundamentals offers +$6,000/yr. Google Cloud Professional ML Engineer has the higher salary ceiling — making it the stronger ROI if you can only choose one.