What Does a MLOps Engineer Do?
MLOps Engineers build and maintain the infrastructure that keeps ML models running in production. They handle CI/CD for models, monitoring, scaling, and the tooling that makes ML teams productive.
A Typical Day
- Building ML training and serving infrastructure
- Setting up model monitoring, logging, and alerting
- Managing experiment tracking and model registries
- Automating model retraining and deployment pipelines
- Optimizing GPU utilization and inference costs
Required Skills
The most in-demand skills for MLOps Engineer roles, ranked by how often they appear in job postings.
Salary & Compensation
Based on 79 job postings with disclosed compensation ranges.
Salary by Experience Level
| Level | Jobs | Salary Range |
|---|---|---|
| Mid Level | 5 | $149K - $227K |
| Senior | 74 | $165K - $244K |
Highest Paying Cities
| Metro | Jobs | Avg Salary Range |
|---|---|---|
| San Francisco | 23 | $193K - $280K |
| New York | 6 | $162K - $261K |
| Remote | 4 | $164K - $230K |
| Los Angeles | 17 | $151K - $229K |
| Boston | 3 | $114K - $172K |
How to Get Started
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1
Build Your Foundation
Most MLOps Engineers come from DevOps, platform engineering, or backend software engineering. Strong infrastructure skills (Docker, Kubernetes, cloud platforms) are the foundation.
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2
Master the Core Skills
Focus on the skills employers are asking for right now: RAG, Python, AWS. These are the top 3 skills appearing in MLOps Engineer job postings.
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3
Build Portfolio Projects
Ship real projects that demonstrate your skills. Open-source contributions, personal projects, or freelance work all count. Hiring managers want to see what you can build, not just what you know.
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4
Apply Strategically
Target companies actively hiring for this role. Top employers include Google, Amazon.com, BlueFlag LLP, Unknown. Tailor your resume to match the specific skills each company lists in their job descriptions.
Top Hiring Companies
Companies with the most MLOps Engineer job openings right now.
Career Progression
A typical career path for MLOps Engineer professionals.
Explore MLOps Engineer Careers
Related Roles
Frequently Asked Questions
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