data systems jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-05-17, data systems appears in 217 job postings indexed by Skillenai over the past 90 days — most often required for Software Engineer roles, with demand down 33% vs the prior 4 weeks.
Last updated · 90d ending 2026-05-17
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Frequently asked questions about data systems
+Is data systems in demand in 2026?
Yes. data systems appears in 217 job postings indexed by Skillenai over the 90 days ending 2026-05-17, with demand down 33% vs the prior 4 weeks. It is most often required for Software Engineer roles (16% of Software Engineer postings list it).
+What jobs require data systems?
According to the Skillenai jobs index over the 90 days ending 2026-05-17, the job titles most likely to require data systems are Software Engineer (16% of postings list data systems), Data Engineer (11% of postings list data systems), Product Manager (7% of postings list data systems).
+What skills are commonly paired with data systems?
Across job postings indexed by Skillenai (90 days ending 2026-05-17), data systems most often appears alongside Python, machine learning, analytics, dashboards, data pipelines.
+Where is data systems most in demand?
As of 2026-05-17, the metro areas posting the most jobs requiring data systems are San Francisco, New York City, Bengaluru, Chicago, Seattle, according to the Skillenai jobs index.
+How can I keep up with new data systems content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning data systems alongside the jobs index. You can subscribe to a daily email digest of new data systems content from your Skillenai account.
Weekly job postings requiring data systems — last 90 days
Job titles most likely to require data systems
| Role | Postings mentioning | % requiring |
|---|---|---|
| Software Engineer | 35 | 16.1% |
| Data Engineer | 24 | 11.1% |
| Product Manager | 16 | 7.4% |
| Engineering Manager | 9 | 4.1% |
| Machine Learning Engineer | 9 | 4.1% |
| Backend Engineer | 8 | 3.7% |
| Staff Software Engineer | 8 | 3.7% |
| Technical Program Manager | 6 | 2.8% |
| Business Analyst | 5 | 2.3% |
| Data Scientist | 3 | 1.4% |
Top metros hiring for data systems
| Name | Postings | Share |
|---|---|---|
| San Francisco | 29 | 38.7% |
| New York City | 18 | 24.0% |
| Bengaluru | 5 | 6.7% |
| Chicago | 5 | 6.7% |
| Seattle | 5 | 6.7% |
| Los Angeles | 4 | 5.3% |
| Austin | 3 | 4.0% |
| China | 3 | 4.0% |
| London | 3 | 4.0% |
Skills commonly paired with data systems
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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
- f10ce00596ded248
- 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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