CEH
Certified Ethical Hacker — offensive security certification covering penetration testing methodologies and hacking tools.
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 →CEH vs Google Cloud Professional ML Engineer
Which certification is right for your career?
Full comparison
| Category | CEH | Google Cloud Professional ML Engineer |
|---|---|---|
| Exam cost | $1199 USD | ✓$200 USD |
| Avg salary uplift | +$15,000/yr | ✓+$22,000/yr |
| Passing score | 70/1000 | 700/1000 |
| Exam duration | 240 min | 120 min |
| Renewal period | Every 3 years | Every 2 years |
| Issued by | EC-Council | Google Cloud |
| Difficulty |
CEH
2 years IT security experience or EC-Council official training
Google Cloud Professional ML Engineer
3+ years industry experience + 1 year Google Cloud experience + ML background
- 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
- 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
CEH and Google Cloud Professional ML Engineer lead to entirely different careers — cybersecurity vs AI and machine learning. 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 CEH courses
Best Google Cloud Professional ML Engineer courses
Is CEH harder than Google Cloud Professional ML Engineer?
Google Cloud Professional ML Engineer is harder — rated advanced vs intermediate.
Which pays more — CEH or Google Cloud Professional ML Engineer?
CEH has an average salary uplift of +$15,000/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 — CEH or Google Cloud Professional ML Engineer?
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 CEH and Google Cloud Professional ML Engineer?
Yes — many professionals hold both. CEH and Google Cloud Professional ML Engineer complement each other, covering cybersecurity and AI and machine learning respectively. Holding both signals broader expertise and typically commands a higher salary than either cert alone.
Which is worth it in 2026 — CEH or Google Cloud Professional ML Engineer?
Both are worth it in 2026. CEH offers a +$15,000/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.