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 AI Fundamentals
Microsoft's entry-level AI certification covering machine learning, computer vision, NLP, and generative AI on Azure.
Full guide →Google Cloud Professional ML Engineer vs Azure AI Fundamentals
Which certification is right for your career?
Full comparison
| Category | Google Cloud Professional ML Engineer | Azure AI Fundamentals |
|---|---|---|
| Exam cost | $200 USD | ✓$165 USD |
| Avg salary uplift | ✓+$22,000/yr | +$7,000/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 AI 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 AI/ML and want a foundational credential from Microsoft
- You want a potential +$7,000/yr salary uplift
- Your organisation runs on Microsoft and you need the recognised entry-level credential
Both are in the AI and machine learning field but target different career stages. Start with Azure AI Fundamentals if you're building foundational skills — it's the natural stepping stone. Go straight to Google Cloud Professional ML Engineer if you already meet the prerequisites and want the higher salary ceiling (+$22,000/yr).
Best Google Cloud Professional ML Engineer courses
Best Azure AI Fundamentals courses
Is Google Cloud Professional ML Engineer harder than Azure AI Fundamentals?
Google Cloud Professional ML Engineer is harder — rated advanced vs beginner.
Which pays more — Google Cloud Professional ML Engineer or Azure AI Fundamentals?
Google Cloud Professional ML Engineer has an average salary uplift of +$22,000/yr, while Azure AI Fundamentals has +$7,000/yr. Google Cloud Professional ML Engineer has the higher salary impact.
Which should I get first — Google Cloud Professional ML Engineer or Azure AI Fundamentals?
Azure AI 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 AI Fundamentals?
Yes — many professionals hold both. Google Cloud Professional ML Engineer and Azure AI Fundamentals complement each other within AI and machine learning. 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 AI Fundamentals?
Both are worth it in 2026. Google Cloud Professional ML Engineer offers a +$22,000/yr average salary uplift; Azure AI Fundamentals offers +$7,000/yr. Google Cloud Professional ML Engineer has the higher salary ceiling — making it the stronger ROI if you can only choose one.