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 →AWS ML Engineer Associate
Validates ability to build, train, tune, and deploy ML models on AWS using SageMaker and other AWS AI services.
Full guide →Google Cloud Professional ML Engineer vs AWS ML Engineer Associate
Which certification is right for your career?
Full comparison
| Category | Google Cloud Professional ML Engineer | AWS ML Engineer Associate |
|---|---|---|
| Exam cost | $200 USD | ✓$150 USD |
| Avg salary uplift | ✓+$22,000/yr | +$18,000/yr |
| Passing score | 700/1000 | 720/1000 |
| Exam duration | 120 min | 130 min |
| Renewal period | Every 2 years | Every 3 years |
| Issued by | Google Cloud | Amazon Web Services |
| Difficulty |
Google Cloud Professional ML Engineer
3+ years industry experience + 1 year Google Cloud experience + ML background
AWS ML Engineer Associate
AWS Cloud Practitioner or equivalent + basic ML knowledge recommended
- 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 have ML or data experience and want to validate practical, hands-on skills
- You want a potential +$18,000/yr salary uplift
- You build, train, and deploy ML models in production environments
Both are in the AI and machine learning field but target different career stages. Start with AWS ML Engineer Associate 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 AWS ML Engineer Associate courses
Is Google Cloud Professional ML Engineer harder than AWS ML Engineer Associate?
Google Cloud Professional ML Engineer is harder — rated advanced vs intermediate.
Which pays more — Google Cloud Professional ML Engineer or AWS ML Engineer Associate?
Google Cloud Professional ML Engineer has an average salary uplift of +$22,000/yr, while AWS ML Engineer Associate has +$18,000/yr. Google Cloud Professional ML Engineer has the higher salary impact.
Which should I get first — Google Cloud Professional ML Engineer or AWS ML Engineer Associate?
AWS ML Engineer Associate is the better starting point — it's rated intermediate 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 AWS ML Engineer Associate?
Yes — many professionals hold both. Google Cloud Professional ML Engineer and AWS ML Engineer Associate 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 AWS ML Engineer Associate?
Both are worth it in 2026. Google Cloud Professional ML Engineer offers a +$22,000/yr average salary uplift; AWS ML Engineer Associate offers +$18,000/yr. Google Cloud Professional ML Engineer has the higher salary ceiling — making it the stronger ROI if you can only choose one.