traces jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-09-30, traces appears in 492 job postings indexed by Skillenai over the past 90 days — Software Engineer has the most postings mentioning traces, with demand share up 3.8% vs the prior 4 weeks.
Last updated · 90d ending 2026-09-30
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Frequently asked questions about traces
+Is traces in demand in 2026?
Yes. traces appears in 492 job postings indexed by Skillenai over the 90 days ending 2026-09-30. Software Engineer accounts for the most postings mentioning traces (22.6% of all postings mentioning traces).
+What jobs require traces?
According to the Skillenai jobs index over the 90 days ending 2026-09-30, among roles with at least 20 postings, the highest shares mentioning traces are Developer Experience Engineer (9.5% of that role’s postings mention traces), Site Reliability Engineering Manager (7.8% of that role’s postings mention traces), CloudOps Engineer (6.2% of that role’s postings mention traces).
+What skills are commonly paired with traces?
Across job postings indexed by Skillenai (90 days ending 2026-09-30), traces most often appears alongside metrics, logs, observability, Kubernetes, Python.
+Where is traces most in demand?
As of 2026-09-30, the metro areas posting the most jobs requiring traces are San Francisco, New York City, Bengaluru, London, Sunnyvale, according to the Skillenai jobs index.
+How can I keep up with new traces content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning traces alongside the jobs index. You can subscribe to a daily email digest of new traces content from your Skillenai account.
+Which skills come before and after traces?
The skill-flow chart shows skills documented in adjacent positions across observed employer changes. An outgoing skill is documented in the following position but not the preceding one. These are ideas to explore, not proven prerequisites, acquisition dates, or levels of mastery. Each ribbon counts employer moves with that skill pair; one move can contribute several pairs.
Weekly indexed postings requiring traces — last 90 days
Salary distribution
Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized
Career paths around traces
Skills documented before and after this skill across employer changes.
Historical career profiles · all locations
Skills before traces
Skills after traces
No published outgoing skill pairs yet.
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.
The following position documents a skill that the preceding position does not. Skills must be linked to both positions, with clear dates and no overlap. One move can connect several skill pairs. These patterns suggest skills to explore; they do not establish prerequisites, when a skill was learned, or a higher skill level.
Source: Skillenai talent graph, historical career profiles. Historical descriptions and coverage can change. Only the leading published connections are shown.
| Connection | Moves |
|---|---|
| Before: python | 2 |
| Before: data profiling | 1 |
| Before: Data factories | 1 |
| Before: Azure DevOps | 1 |
| Before: Qualtrics | 1 |
| Before: PostgreSQL | 1 |
| Before: Power BI | 1 |
| Before: Azure Databricks | 1 |
Roles most likely to require traces
Among roles with at least 20 postings in the same period.
| Role | Postings mentioning skill | % of role postings mentioning skill |
|---|---|---|
| Developer Experience Engineer | 2 | 9.5% |
| Site Reliability Engineering Manager | 4 | 7.8% |
| CloudOps Engineer | 2 | 6.2% |
| QA Manager | 1 | 4.5% |
| DevOps Consultant | 1 | 4.3% |
| Systems Integration Engineer | 1 | 3.6% |
| Observability Engineer | 1 | 3.4% |
| Site Reliability Engineer | 67 | 3.1% |
| Product Architect | 1 | 3.1% |
| Software Development Engineer in Test (SDET) | 4 | 2.8% |
Roles with the most traces postings
| Role | Postings mentioning skill | Share of skill postings |
|---|---|---|
| Software Engineer | 111 | 22.6% |
| Site Reliability Engineer | 67 | 13.6% |
| Backend Engineer | 59 | 12.0% |
| DevOps Engineer | 20 | 4.1% |
| AI Engineer | 17 | 3.5% |
| Engineering Manager | 16 | 3.3% |
| Platform Engineer | 16 | 3.3% |
| Product Manager | 13 | 2.6% |
| Cloud Engineer | 6 | 1.2% |
| Forward Deployed Engineer | 6 | 1.2% |
Top companies posting jobs requiring traces
Employers ranked by indexed job postings in the last 90 days.
| Company | Postings · 90 days |
|---|---|
| Grafana Labs | 44 |
| Grafanalabs | 13 |
| Cisco | 13 |
| Nebius | 11 |
| Elastic | 8 |
| CLERA | 7 |
| Tekion | 7 |
| Grab | 6 |
| Mastercard | 5 |
| Wayve | 5 |
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 for traces
| Name | Postings | Share |
|---|---|---|
| San Francisco | 24 | 4.9% |
| New York City | 19 | 3.9% |
| Bengaluru | 15 | 3.0% |
| London | 12 | 2.4% |
| Sunnyvale | 10 | 2.0% |
| Dublin | 8 | 1.6% |
| Seattle | 8 | 1.6% |
| Stockholm | 7 | 1.4% |
| Amsterdam | 6 | 1.2% |
Skills commonly paired with traces
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-09-30. Skills are resolved against the Skillenai canonical taxonomy, so the same entity is counted whether a posting writes 'Python', 'Python 3', or 'python'. Role prevalence divides postings mentioning traces by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s traces postings by all traces postings, including postings without a role. Shares need not sum to 100% for the displayed roles. Pages refresh weekly (or daily for the top-50 most-requested skills). Adjusted posting share: 0.2% to 0.2%. Demand share change is the relative percentage change between these adjusted shares. Each employer-and-ATS group has at least 10 postings in each 90-day window; its earlier posting count supplies the same weight in both windows. The panel includes 2,595 identified employers and covers 68% of earlier and 72% of latest indexed postings. Windows: 2026-06-02 to 2026-08-31 and 2026-06-30 to 2026-09-28 (UTC; end dates excluded). The windows overlap by 62 days. Dates reflect indexing, not the employer’s posting date. This measures posting mix, not total hiring or market-wide demand. Matching excludes entrants and exits; changes in crawl completeness within an employer or ATS can still affect the result.
- source
- Skillenai jobs index, deduplicated daily
- entity_id
- 438cc9da1c9c4652
- data_as_of
- 2026-09-30
- 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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