By Quick answer: Which cloud certification pays the most in 2027?
- Survey leader — AWS SAA: US average $155,597 (Skillsoft 2025).
- Surprisingly high — AWS CCP at $142,704, because holders are often senior.
- Specialist premium — ML engineering and Kubernetes roles.
- Caution — pay follows the role and experience, not the badge.
Key takeaways
- Salary surveys show who holds a certification, not what it causes.
- The highest pay goes to people combining cloud with ML, security or platform skills.
- Associate and professional exams pay off more than fundamentals.
Cloud salaries are high, but salary lists can mislead. A survey average tells you what people holding a certification earn, and many of them were already senior. Read the numbers below as a map of well-paid cloud roles. The certification is your way in; the role and your experience set the pay.
Six well-paid cloud certifications
Ranked for this reader. Costs and formats come from each issuer's own page, checked on 3 November 2026; prices change, so confirm before you book.
| # | Certification | Cost | Time | Prove it free |
|---|---|---|---|---|
| 1 | AWS Certified Solutions Architect – AssociateAmazon Web Services | $1503 | 130 minutes, 65 questions | Free test |
| 2 | AWS Certified Cloud PractitionerAmazon Web Services | $1004 | 90 minutes, 65 questions | Free test |
| 3 | Google Cloud Professional Machine Learning EngineerGoogle Cloud | $2005 | 2 hours, multiple choice | Free test |
| 4 | Certified Kubernetes Administrator (CKA)Linux Foundation / CNCF | $4456 | 2-hour hands-on, performance-based exam | Free test |
| 5 | Microsoft Azure Administrator (AZ-104)Microsoft | Exam priced by country7 | 100 minutes; renew free every 12 months | Free test |
| 6 | AWS Certified Machine Learning Engineer – AssociateAmazon Web Services | $1508 | Check issuer | Free test |
Prove it free before you pay for an exam
Take the free test first. Pay for an exam only when you pass.
Every pick above has a matching free practice test on Science of Apps, one of the world's largest libraries of free certification tests (1,200+). Check your level before you pay for an exam, or add a verifiable credential to LinkedIn while you study. (Disclosure: we publish these tests; the certifications above earn us nothing.)
- AWS Solutions Architect Associate Practice ExamPractise for AWS Certified Solutions Architect – Associate before you pay.Start free test →
- AWS Cloud Practitioner Practice ExamPractise for AWS Certified Cloud Practitioner before you pay.Start free test →
- Google Professional ML Engineer Practice ExamPractise for Google Cloud Professional Machine Learning Engineer before you pay.Start free test →
- Kubernetes CKA & CKAD Practice ExamPractise for Certified Kubernetes Administrator (CKA) before you pay.Start free test →
Each certification, and why holders earn well
- AWSAWS Certified Solutions Architect – AssociateHighest survey average among associate exams$150
- AWSAWS Certified Cloud PractitionerHolders are often already in tech roles$100
- Google CloudGoogle Cloud Professional Machine Learning EngineerSenior ML engineers$200
AWS Certified Solutions Architect – Associate
- Cost
- $1503
- Format
- 130 minutes, 65 questions
Skillsoft's 2025 IT Skills and Salary survey put average US pay for holders at $155,597.1 The exam is $150 and the credential is common in architect and engineer roles.
Best forhighest survey average among associate exams
Google Cloud Professional Machine Learning Engineer
- Cost
- $2005
- Format
- 2 hours, multiple choice
A professional-level exam for ML engineers in production. ML engineering roles sit among the fastest-growing jobs in the WEF's 2025 report.2 $200. Google Cloud's professional exam tests production machine learning: framing problems, building pipelines and serving and monitoring models. It's two hours, costs $200 and is aimed at experienced ML engineers.
Best forsenior ML engineers
Certified Kubernetes Administrator (CKA)
- Cost
- $4456
- Format
- 2-hour hands-on, performance-based exam
Kubernetes skills are expected in platform, SRE and DevOps roles, which tend to pay well. Hands-on exam, $445 with one retake. The Linux Foundation's Certified Kubernetes Administrator is a two-hour, performance-based exam taken in a live cluster. It costs $445 including one free retake and is respected because it tests real hands-on skill.
Best forplatform and SRE roles
Microsoft Azure Administrator (AZ-104)
- Cost
- Exam priced by country7
- Format
- 100 minutes; renew free every 12 months
The core Azure administrator credential, common in large enterprises. Priced by country; renew free each year. Microsoft's associate exam proves you can manage Azure identity, storage, compute and networking. It's 100 minutes, priced by country, and renews free online every 12 months, which keeps long-term cost low.
Best forenterprise cloud administrators
AWS Certified Machine Learning Engineer – Associate
- Cost
- $1508
For engineers deploying ML on AWS, which combines two well-paid skill sets. AWS's associate exam proves you can prepare data, train, deploy and monitor machine learning models on AWS. It costs $150 and expects hands-on ML and AWS experience, making it a strong credential for ML engineers.
Best forML engineering on AWS
How to turn a certification into a higher salary
- Go past fundamentals — associate or professional level.
- Add a specialism — Kubernetes, security or ML.
- Show production work — a public infrastructure repo or a case study.
- Negotiate with data — use local salary data for the job title, not certification averages.
How we ranked these picks
We list certifications with published survey salary data where available and explain what drives the pay. Salary figures are survey averages for US holders and do not predict individual pay. Exam fees come from official pages, checked 3 November 2026.
Frequently asked questions
Which cloud certification pays the most?
In Skillsoft's 2025 survey, AWS Solutions Architect – Associate holders averaged $155,597 in the US. Professional and specialist credentials often go with even higher-paid roles.
Does a cloud certification guarantee a higher salary?
No. Surveys show average pay of holders, who are often experienced. The certification helps you get the role; the role sets the pay.
Is AWS or Azure better paid?
Both pay well. Pay depends more on role, seniority and specialism than on the provider.
What do cloud engineers earn in India?
Pay varies widely by city and company. Check recent salary data on Naukri, Glassdoor or AmbitionBox for the exact role you want.
How can I check I'm ready for a cloud exam?
Take Science of Apps' free cloud practice tests. They're instantly graded and show weak topics before you pay for the exam.
Sources
- Skillsoft — Top-paying IT certifications
- World Economic Forum — The Future of Jobs Report 2025
- Amazon Web Services — AWS Certified Solutions Architect – Associate, official page (checked 3 Nov 2026)
- Amazon Web Services — AWS Certified Cloud Practitioner, official page (checked 3 Nov 2026)
- Google Cloud — Google Cloud Professional Machine Learning Engineer, official page (checked 3 Nov 2026)
- Linux Foundation — Certified Kubernetes Administrator (CKA), official page (checked 3 Nov 2026)
- Microsoft — Microsoft Azure Administrator (AZ-104), official page (checked 3 Nov 2026)
- Amazon Web Services — AWS Certified Machine Learning Engineer – Associate, official page (checked 3 Nov 2026)
- Checked November 4, 2026. Figures that change — fees, salaries, prices — are reviewed every six months; if something is out of date, tell us.
Where to go from here
- The best online certifications of 2027 — the full top 10 across every field
- Best Cloud Computing Certifications of 2027: Top 10 Ranked — related guide
- Best AI Certifications of 2027: 10 Ranked by Career Impact — related guide
- Career guides by Science of Apps for 2027The best cloud computing certifications of 2027: ten across AWS, Azure, Google Cloud and KubernetesThe 10 best cloud certifications of 2027: AWS Solutions Architect, Azure AZ-104, Google Cloud ACE, CKA, Terraform and more, with verified exam fees.
- Career guides by Science of Apps for 2027The highest-paying IT certifications for 2027, from Skillsoft's salary surveyThe highest-paying IT certifications for 2027 from Skillsoft survey data: CISSP, CISM, AWS Solutions Architect, CISA and AWS Cloud Practitioner, with fees.
- Career guides by Science of Apps for 2027Top 5 cloud computing certifications to get hired in 2027: the ones cloud job posts nameThe top 5 cloud certifications to get hired in 2027: AWS Solutions Architect, Azure AZ-104, Google Cloud ACE, CKA and Terraform, matched to job titles.
- Career guides by Science of Apps for 2027Top 5 DevOps certifications to get hired in 2027: the ones job posts nameThe top 5 DevOps certifications to get hired in 2027: CKA, Terraform, AWS Solutions Architect, Azure AZ-104 and Google Cloud ACE.
- Career guides by Science of Apps for 2027The best DevOps certifications of 2027: eight for cloud, containers, automation and deliveryThe 8 best DevOps certifications of 2027: CKA, Terraform, AWS Solutions Architect, Azure AZ-104, Google Cloud ACE, ITIL 4, PSM I and AWS Cloud Practitioner.
- Career guides by Science of Apps for 2027Top 10 tech certifications that boost salary in 2027: the credentials behind the best-paid engineering rolesThe top 10 tech certifications that boost salary in 2027: AWS Solutions Architect, CKA, Terraform, AI-102, Google Cloud ML Engineer and more, with costs.
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