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MLOps Engineer
Role familyOperate model delivery, observability, drift detection, and deployment infrastructure.
Who moves into this role
- DevOps or platform engineer
- ML engineer
- Data engineer
Required skills
→ Experiment and model tracking
→ Drift monitoring
→ Kubernetes and infrastructure as code
Evidence classification
Role family. This label describes the evidence reviewed in August 2026. It does not guarantee that every employer uses the same title or ownership boundary.
Frequently asked questions
What does a MLOps Engineer do?
Operate model delivery, observability, drift detection, and deployment infrastructure.
What skills does a MLOps Engineer need?
The core skills are: Experiment and model tracking, Drift monitoring, Kubernetes and infrastructure as code.
How should I evaluate compensation for a MLOps Engineer?
Compare live postings with the same country, location or remote policy, level, employer type, and compensation components. A single disclosed range is not a market benchmark.