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MicrosoftAZ-104

Azure Administrator

intermediate
+$15k salary uplift

Validates skills in managing Azure identities, storage, compute, virtual networks, and monitoring in enterprise environments.

Full guide →
Amazon Web ServicesMLA-C01

AWS ML Engineer Associate

intermediate
+$18k salary uplift

Validates ability to build, train, tune, and deploy ML models on AWS using SageMaker and other AWS AI services.

Full guide →

Azure Administrator vs AWS ML Engineer Associate

Which certification is right for your career?

◆ 01 / Side-by-side

Full comparison

CategoryAzure AdministratorAWS ML Engineer Associate
Exam cost$165 USD$150 USD
Avg salary uplift+$15,000/yr+$18,000/yr
Passing score700/1000720/1000
Exam duration100 min130 min
Renewal periodEvery 1 yearsEvery 3 years
Issued byMicrosoftAmazon Web Services
Difficulty
◆ 02 / Prerequisites

Azure Administrator

AZ-900 recommended, 6 months Azure administration experience

AWS ML Engineer Associate

AWS Cloud Practitioner or equivalent + basic ML knowledge recommended

◆ 03 / Who should get each
Get Azure Administrator if…
  • You have hands-on cloud experience and want to move into engineering or architecture
  • You want a potential +$15,000/yr salary uplift
  • Your role involves managing cloud identity, storage, networking, and compute day-to-day
Get AWS ML Engineer Associate if…
  • 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
◆ 04 / Verdict

Azure Administrator and AWS ML Engineer Associate lead to entirely different careers — cloud computing 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 Azure Administrator — it's the quicker win at the intermediate level.

◆ 05 / Courses

Best Azure Administrator courses

Best AWS ML Engineer Associate courses

◆ 06 / FAQ

Is Azure Administrator harder than AWS ML Engineer Associate?

Both Azure Administrator and AWS ML Engineer Associate are rated intermediate difficulty.

Which pays more — Azure Administrator or AWS ML Engineer Associate?

Azure Administrator has an average salary uplift of +$15,000/yr, while AWS ML Engineer Associate has +$18,000/yr. AWS ML Engineer Associate has the higher salary impact.

Which should I get first — Azure Administrator or AWS ML Engineer Associate?

Azure Administrator is the better starting point — it's rated intermediate and costs less. Use it as a stepping stone toward AWS ML Engineer Associate.

Can I get both Azure Administrator and AWS ML Engineer Associate?

Yes — many professionals hold both. Azure Administrator and AWS ML Engineer Associate complement each other, covering cloud computing 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 — Azure Administrator or AWS ML Engineer Associate?

Both are worth it in 2026. Azure Administrator offers a +$15,000/yr average salary uplift; AWS ML Engineer Associate offers +$18,000/yr. AWS ML Engineer Associate has the higher salary ceiling — making it the stronger ROI if you can only choose one.

◆ 07 / Other comparisons
Azure Administrator vs …
AWS ML Engineer Associate vs …