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
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 vs Google Cloud Professional ML Engineer
Which certification is right for your career?
Full comparison
| Category | AWS ML Engineer Associate | Google Cloud Professional ML Engineer |
|---|---|---|
| Exam cost | ✓$150 USD | $200 USD |
| Avg salary uplift | +$18,000/yr | ✓+$22,000/yr |
| Passing score | 720/1000 | 700/1000 |
| Exam duration | 130 min | 120 min |
| Renewal period | Every 3 years | Every 2 years |
| Issued by | Amazon Web Services | Google Cloud |
| Difficulty |
AWS ML Engineer Associate
AWS Cloud Practitioner or equivalent + basic ML knowledge recommended
Google Cloud Professional ML Engineer
3+ years industry experience + 1 year Google Cloud experience + ML background
- 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
- 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
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 AWS ML Engineer Associate courses
Best Google Cloud Professional ML Engineer courses
Is AWS ML Engineer Associate harder than Google Cloud Professional ML Engineer?
Google Cloud Professional ML Engineer is harder — rated advanced vs intermediate.
Which pays more — AWS ML Engineer Associate or Google Cloud Professional ML Engineer?
AWS ML Engineer Associate has an average salary uplift of +$18,000/yr, while Google Cloud Professional ML Engineer has +$22,000/yr. Google Cloud Professional ML Engineer has the higher salary impact.
Which should I get first — AWS ML Engineer Associate or Google Cloud Professional ML Engineer?
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 AWS ML Engineer Associate and Google Cloud Professional ML Engineer?
Yes — many professionals hold both. AWS ML Engineer Associate and Google Cloud Professional ML Engineer 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 — AWS ML Engineer Associate or Google Cloud Professional ML Engineer?
Both are worth it in 2026. AWS ML Engineer Associate offers a +$18,000/yr average salary uplift; Google Cloud Professional ML Engineer offers +$22,000/yr. Google Cloud Professional ML Engineer has the higher salary ceiling — making it the stronger ROI if you can only choose one.