ML Ops Engineer jobs in 2026 — required skills, demand trends, and top hiring cities

As of 2026-09-30, Skillenai has indexed 41 job postings with the title “ML Ops Engineer” over the past 90 days. The skill mentioned most often is CI/CD.

Last updated · 90d ending 2026-09-30

Postings · last 90 days
41
Most-required skill
Top hiring metro
Berlin

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Frequently asked questions about ML Ops Engineer jobs

+How many ML Ops Engineer jobs are being posted in 2026?

Skillenai has indexed 41 job postings with the title “ML Ops Engineer” over the 90 days ending 2026-09-30.

+What skills do ML Ops Engineer jobs require?

Across ML Ops Engineer postings indexed by Skillenai over the 90 days ending 2026-09-30, the skills mentioned most often are CI/CD, Python, MLOps, MLflow, Kubernetes.

+Which cities are hiring the most ML Ops Engineer?

As of 2026-09-30, ML Ops Engineer postings indexed by Skillenai are concentrated in Berlin, Los Angeles, Braga, Philadelphia, Bengaluru.

+Is ML Ops Engineer a good career path right now?

Skillenai indexes 41 ML Ops Engineer postings over the 90 days ending 2026-09-30. The skill mentioned most often in ML Ops Engineer postings is CI/CD, so building it gives the strongest signal that an applicant matches the role.

+How can I track new ML Ops Engineer job postings as they’re indexed?

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+What roles do people move into and out of ML Ops Engineer?

The career-flow chart shows roles before and after observed employer changes across all locations. Counts are moves, not distinct people or promotion probabilities. Same-role moves to another employer are included. The incoming and outgoing sides are separate groups of observations, not a matched three-stage journey.

Weekly indexed ML Ops Engineer postings — last 90 days

Career paths through ML Ops Engineer

Different-role employer moves. Each side is scaled independently.

Historical career profiles · all locations

1 employer moves kept the same role.

Roles before ML Ops Engineer

Before ML Ops EngineerResearch Assistant → ML Ops Engineer: 1 observed employer movesData Platform Engineer → ML Ops Engineer: 1 observed employer movesProject Coordinator → ML Ops Engineer: 1 observed employer movesTeaching Assistant → ML Ops Engineer: 1 observed employer movesML Engineer → ML Ops Engineer: 1 observed employer movesML OpsEngineerResearch Assistant: 1 movesResearch Assistant1 movesData Platform Engineer: 1 movesData PlatformEngineer1 movesProject Coordinator: 1 movesProjectCoordinator1 movesTeaching Assistant: 1 movesTeaching Assistant1 movesML Engineer: 1 movesML Engineer1 moves

Roles after ML Ops Engineer

After ML Ops EngineerML Ops Engineer → Research Assistant: 1 observed employer movesML Ops Engineer → Machine Learning Engineer: 1 observed employer movesML Ops Engineer → Project Manager: 1 observed employer movesML OpsEngineerResearch Assistant: 1 movesResearch Assistant1 movesMachine Learning Engineer: 1 movesMachine LearningEngineer1 movesProject Manager: 1 movesProject Manager1 moves
How to read this chart · view counts

Each side is an independent set of observed employer moves, not the same people followed through three stages. Ribbon widths compare move counts within that side. Internal moves are not included.

Same role means a change of employer while keeping the same role. Counts are moves, not distinct people, promotions, or your chances of making a particular move.

Source: Skillenai talent graph, historical career profiles. Historical descriptions and coverage can change. Only the leading published connections are shown.

Observed connections and move counts
ConnectionMoves
Before: Research Assistant1
Before: Data Platform Engineer1
Before: ML Ops Engineer (different employer)1
Before: Project Coordinator1
Before: Teaching Assistant1
Before: ML Engineer1
After: Research Assistant1
After: ML Ops Engineer (different employer)1
After: Machine Learning Engineer1
After: Project Manager1

Skills most often required for ML Ops Engineer

NamePostingsShare
CI/CD2356.1%
Python2048.8%
MLOps1741.5%
MLflow1741.5%
Kubernetes1639.0%
Docker1434.1%
Terraform1331.7%
AWS1126.8%
Azure922.0%
PyTorch819.5%
model monitoring614.6%
GitHub Actions614.6%
monitoring614.6%
observability614.6%
testing512.2%

Top companies posting ML Ops Engineer jobs

Employers ranked by indexed job postings in the last 90 days.

Top companies posting ML Ops Engineer jobs
CompanyPostings · 90 days
Shield342
Elsevier2
GetYourGuide2
Anaplan2
Slalom1
Alegeus1
Foundation Llm Technologies1
Circadia Health1
Mastercard1
Dell1

Job postings indexed over the past 90 days, grouped by resolved employer. Counts are postings, not hires. Companies without a published page appear without a link.

Top metros hiring ML Ops Engineer

NamePostingsShare
Berlin49.8%
Los Angeles37.3%
Braga24.9%
Philadelphia24.9%
Bengaluru12.4%
Boston12.4%
Dublin12.4%
El Segundo12.4%
Herzliya12.4%

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How this was computed

Counts derive from the Skillenai jobs index over the 90 days ending 2026-09-30, matching postings whose canonical role is “ML Ops Engineer”. Pages refresh weekly (or daily for the top-50 most-posted roles). An adjusted trend is not shown because comparable posting coverage is insufficient.

role
ML Ops Engineer
source
Skillenai jobs index, deduplicated daily
data_as_of
2026-09-30
window_days
90
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The demand, skills, and geo numbers on this page come from the same Skillenai labor market index that powers our API. Use it for compensation benchmarking, hiring-competition analysis, and skill-adoption tracking.

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Compiled by Jared Rand · Data sourced from the Skillenai labor market index