model serving jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-05-17, model serving appears in 526 job postings indexed by Skillenai over the past 90 days — most often required for Software Engineer roles, with demand down 38% vs the prior 4 weeks.
Last updated · 90d ending 2026-05-17
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Frequently asked questions about model serving
+Is model serving in demand in 2026?
Yes. model serving appears in 526 job postings indexed by Skillenai over the 90 days ending 2026-05-17, with demand down 38% vs the prior 4 weeks. It is most often required for Software Engineer roles (16% of Software Engineer postings list it).
+What jobs require model serving?
According to the Skillenai jobs index over the 90 days ending 2026-05-17, the job titles most likely to require model serving are Software Engineer (16% of postings list model serving), Machine Learning Engineer (16% of postings list model serving), ML Engineer (6% of postings list model serving).
+What skills are commonly paired with model serving?
Across job postings indexed by Skillenai (90 days ending 2026-05-17), model serving most often appears alongside Python, machine learning, Distributed systems, observability, Kubernetes.
+Where is model serving most in demand?
As of 2026-05-17, the metro areas posting the most jobs requiring model serving are San Francisco, New York City, London, Seattle, Bengaluru, according to the Skillenai jobs index.
+How can I keep up with new model serving content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning model serving alongside the jobs index. You can subscribe to a daily email digest of new model serving content from your Skillenai account.
Weekly job postings requiring model serving — last 90 days
Job titles most likely to require model serving
| Role | Postings mentioning | % requiring |
|---|---|---|
| Software Engineer | 87 | 16.5% |
| Machine Learning Engineer | 85 | 16.2% |
| ML Engineer | 34 | 6.5% |
| Staff Software Engineer | 21 | 4.0% |
| AI Engineer | 18 | 3.4% |
| Engineering Manager | 16 | 3.0% |
| Data Scientist | 15 | 2.9% |
| ML Infrastructure Engineer | 7 | 1.3% |
| Applied AI Engineer | 6 | 1.1% |
| Product Manager | 6 | 1.1% |
Top metros hiring for model serving
| Name | Postings | Share |
|---|---|---|
| San Francisco | 91 | 37.6% |
| New York City | 41 | 16.9% |
| London | 30 | 12.4% |
| Seattle | 26 | 10.7% |
| Bengaluru | 14 | 5.8% |
| Palo Alto | 12 | 5.0% |
| Paris | 10 | 4.1% |
| Toronto | 10 | 4.1% |
| Sunnyvale | 8 | 3.3% |
Skills commonly paired with model serving
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-05-17. Skills are resolved against the Skillenai canonical taxonomy, so the same entity is counted whether a posting writes 'Python', 'Python 3', or 'python'. Pages refresh weekly (or daily for the top-50 most-requested skills).
- source
- Skillenai jobs index, deduplicated daily
- entity_id
- 0387fa4fb023984e
- data_as_of
- 2026-05-17
- window_days
- 90
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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