audit trails jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-09-18, audit trails appears in 233 job postings indexed by Skillenai over the past 90 days — most often required for Software Engineer roles, with demand flat vs the prior 4 weeks.
Last updated · 90d ending 2026-09-18
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Frequently asked questions about audit trails
+Is audit trails in demand in 2026?
Yes. audit trails appears in 233 job postings indexed by Skillenai over the 90 days ending 2026-09-18, with demand flat vs the prior 4 weeks. It is most often required for Software Engineer roles (17% of Software Engineer postings list it).
+What jobs require audit trails?
According to the Skillenai jobs index over the 90 days ending 2026-09-18, the job titles most likely to require audit trails are Software Engineer (17% of postings list audit trails), Product Manager (9% of postings list audit trails), AI Engineer (4% of postings list audit trails).
+What skills are commonly paired with audit trails?
Across job postings indexed by Skillenai (90 days ending 2026-09-18), audit trails most often appears alongside Python, observability, AWS, CI/CD, SQL.
+Where is audit trails most in demand?
As of 2026-09-18, the metro areas posting the most jobs requiring audit trails are New York City, San Francisco, London, Tallinn, Seattle, according to the Skillenai jobs index.
+How can I keep up with new audit trails content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning audit trails alongside the jobs index. You can subscribe to a daily email digest of new audit trails content from your Skillenai account.
Weekly job postings requiring audit trails — last 90 days
Job titles most likely to require audit trails
| Role | Postings mentioning | % requiring |
|---|---|---|
| Software Engineer | 39 | 16.7% |
| Product Manager | 20 | 8.6% |
| AI Engineer | 9 | 3.9% |
| Security Engineer | 6 | 2.6% |
| Analytics Engineer | 4 | 1.7% |
| Engineering Manager | 4 | 1.7% |
| Infrastructure Engineer | 4 | 1.7% |
| AI Operations Lead | 3 | 1.3% |
| AI Orchestration Developer | 3 | 1.3% |
| Data Platform Engineer | 3 | 1.3% |
Top metros hiring for audit trails
| Name | Postings | Share |
|---|---|---|
| New York City | 20 | 8.6% |
| San Francisco | 18 | 7.7% |
| London | 16 | 6.9% |
| Tallinn | 10 | 4.3% |
| Seattle | 9 | 3.9% |
| Toronto | 8 | 3.4% |
| Bengaluru | 4 | 1.7% |
| Amsterdam | 3 | 1.3% |
| Berlin | 3 | 1.3% |
Skills commonly paired with audit trails
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-09-18. 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
- 5a95afb870fb4451
- data_as_of
- 2026-09-18
- 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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