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 →CEH
Certified Ethical Hacker — offensive security certification covering penetration testing methodologies and hacking tools.
Full guide →Google Cloud Professional ML Engineer vs CEH
Which certification is right for your career?
Full comparison
| Category | Google Cloud Professional ML Engineer | CEH |
|---|---|---|
| Exam cost | ✓$200 USD | $1199 USD |
| Avg salary uplift | ✓+$22,000/yr | +$15,000/yr |
| Passing score | 700/1000 | 70/1000 |
| Exam duration | 120 min | 240 min |
| Renewal period | Every 2 years | Every 3 years |
| Issued by | Google Cloud | EC-Council |
| Difficulty |
Google Cloud Professional ML Engineer
3+ years industry experience + 1 year Google Cloud experience + ML background
CEH
2 years IT security experience or EC-Council official training
- 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 2–4 years in security and want to specialise your role
- You want a potential +$15,000/yr salary uplift
- You're drawn to offensive security, ethical hacking, or red-team work
Google Cloud Professional ML Engineer and CEH lead to entirely different careers — AI and machine learning vs cybersecurity. The right choice depends on which field aligns with your current job or target role. If you want both eventually, start with CEH — it's the quicker win at the intermediate level.
Best Google Cloud Professional ML Engineer courses
Best CEH courses
Is Google Cloud Professional ML Engineer harder than CEH?
Google Cloud Professional ML Engineer is harder — rated advanced vs intermediate.
Which pays more — Google Cloud Professional ML Engineer or CEH?
Google Cloud Professional ML Engineer has an average salary uplift of +$22,000/yr, while CEH has +$15,000/yr. Google Cloud Professional ML Engineer has the higher salary impact.
Which should I get first — Google Cloud Professional ML Engineer or CEH?
CEH 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 CEH?
Yes — many professionals hold both. Google Cloud Professional ML Engineer and CEH complement each other, covering AI and machine learning and cybersecurity 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 CEH?
Both are worth it in 2026. Google Cloud Professional ML Engineer offers a +$22,000/yr average salary uplift; CEH offers +$15,000/yr. Google Cloud Professional ML Engineer has the higher salary ceiling — making it the stronger ROI if you can only choose one.