Ray jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-06-11, Ray appears in 497 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles, with demand down 62% vs the prior 4 weeks.
Last updated · 90d ending 2026-06-11
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Frequently asked questions about Ray
+Is Ray in demand in 2026?
Yes. Ray appears in 497 job postings indexed by Skillenai over the 90 days ending 2026-06-11, with demand down 62% vs the prior 4 weeks. It is most often required for Machine Learning Engineer roles (14% of Machine Learning Engineer postings list it).
+What jobs require Ray?
According to the Skillenai jobs index over the 90 days ending 2026-06-11, the job titles most likely to require Ray are Machine Learning Engineer (14% of postings list Ray), Software Engineer (12% of postings list Ray), ML Engineer (7% of postings list Ray).
+What skills are commonly paired with Ray?
Across job postings indexed by Skillenai (90 days ending 2026-06-11), Ray most often appears alongside Python, Kubernetes, PyTorch, machine learning, Spark.
+Where is Ray most in demand?
As of 2026-06-11, the metro areas posting the most jobs requiring Ray are San Francisco, New York City, Palo Alto, Bengaluru, London, according to the Skillenai jobs index.
+How can I keep up with new Ray content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning Ray alongside the jobs index. You can subscribe to a daily email digest of new Ray content from your Skillenai account.
Weekly job postings requiring Ray — last 90 days
Job titles most likely to require Ray
| Role | Postings mentioning | % requiring |
|---|---|---|
| Machine Learning Engineer | 68 | 13.7% |
| Software Engineer | 61 | 12.3% |
| ML Engineer | 34 | 6.8% |
| Data Scientist | 18 | 3.6% |
| Research Engineer | 16 | 3.2% |
| Data Engineer | 14 | 2.8% |
| Engineering Manager | 13 | 2.6% |
| Staff Software Engineer | 13 | 2.6% |
| AI Scientist | 12 | 2.4% |
| ML Platform Engineer | 10 | 2.0% |
Top metros hiring for Ray
| Name | Postings | Share |
|---|---|---|
| San Francisco | 54 | 10.9% |
| New York City | 34 | 6.8% |
| Palo Alto | 25 | 5.0% |
| Bengaluru | 20 | 4.0% |
| London | 16 | 3.2% |
| Singapore | 16 | 3.2% |
| Sunnyvale | 16 | 3.2% |
| San Mateo | 13 | 2.6% |
| Seattle | 13 | 2.6% |
Skills commonly paired with Ray
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-06-11. 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
- 15c5d5d227a9e23e
- data_as_of
- 2026-06-11
- 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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