capacity planning jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-10-14, capacity planning appears in 1,620 job postings indexed by Skillenai over the past 90 days — Site Reliability Engineer has the most postings mentioning capacity planning, with demand share up 11.9% vs the prior 4 weeks.
Last updated · 90d ending 2026-10-14
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Frequently asked questions about capacity planning
+Is capacity planning in demand in 2026?
Yes. capacity planning appears in 1,620 job postings indexed by Skillenai over the 90 days ending 2026-10-14. Site Reliability Engineer accounts for the most postings mentioning capacity planning (10.9% of all postings mentioning capacity planning).
+What jobs require capacity planning?
According to the Skillenai jobs index over the 90 days ending 2026-10-14, among roles with at least 20 postings, the highest shares mentioning capacity planning are Site Reliability Engineering Manager (24.1% of that role’s postings mention capacity planning), Storage Architect (20.0% of that role’s postings mention capacity planning), Performance Test Engineer (17.2% of that role’s postings mention capacity planning).
+What skills are commonly paired with capacity planning?
Across job postings indexed by Skillenai (90 days ending 2026-10-14), capacity planning most often appears alongside observability, Python, automation, Kubernetes, incident response.
+Where is capacity planning most in demand?
As of 2026-10-14, the metro areas posting the most jobs requiring capacity planning are New York City, San Francisco, Pune, Bengaluru, London, according to the Skillenai jobs index.
+How can I keep up with new capacity planning content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning capacity planning alongside the jobs index. You can subscribe to a daily email digest of new capacity planning content from your Skillenai account.
+Which skills come before and after capacity planning?
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 capacity planning — last 90 days
Salary distribution
Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized
Career paths around capacity planning
Skills documented before and after this skill across employer changes.
Historical career profiles · all locations
Skills before capacity planning
Skills after capacity planning
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: AWS | 5 |
| Before: terraform | 5 |
| Before: python | 4 |
| Before: ci/cd | 3 |
| Before: Linux | 3 |
| Before: sql | 3 |
| Before: Ansible | 3 |
| Before: ETL pipelines | 2 |
| After: python | 3 |
| After: kubernetes | 3 |
| After: Jira | 3 |
| After: Prometheus | 2 |
| After: SharePoint | 2 |
| After: security | 2 |
| After: maintenance | 2 |
| After: disaster recovery | 2 |
Roles most likely to require capacity planning
Among roles with at least 20 postings in the same period.
| Role | Postings mentioning skill | % of role postings mentioning skill |
|---|---|---|
| Site Reliability Engineering Manager | 14 | 24.1% |
| Storage Architect | 4 | 20.0% |
| Performance Test Engineer | 5 | 17.2% |
| Operations Engineer | 13 | 15.7% |
| Industrial Engineer | 3 | 13.6% |
| VP of Engineering | 4 | 10.8% |
| Database Engineer | 11 | 10.8% |
| Infrastructure Architect | 5 | 9.1% |
| Design Program Manager | 2 | 8.3% |
| Software Engineer, Backend | 2 | 8.3% |
Roles with the most capacity planning postings
| Role | Postings mentioning skill | Share of skill postings |
|---|---|---|
| Site Reliability Engineer | 177 | 10.9% |
| Software Engineer | 164 | 10.1% |
| Technical Program Manager | 84 | 5.2% |
| Engineering Manager | 74 | 4.6% |
| Program Manager | 63 | 3.9% |
| Database Administrator | 42 | 2.6% |
| Infrastructure Engineer | 38 | 2.3% |
| Product Manager | 36 | 2.2% |
| Platform Engineer | 30 | 1.9% |
| DevOps Engineer | 29 | 1.8% |
Top companies posting jobs requiring capacity planning
Employers ranked by indexed job postings in the last 90 days.
| Company | Postings · 90 days |
|---|---|
| Mastercard | 40 |
| Cisco | 32 |
| Oracle | 27 |
| 22 | |
| Barclays | 20 |
| SpaceX | 19 |
| Anthropic | 18 |
| OpenAI | 16 |
| Gitlab | 12 |
| SentinelOne | 11 |
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 capacity planning
| Name | Postings | Share |
|---|---|---|
| New York City | 71 | 4.4% |
| San Francisco | 70 | 4.3% |
| Pune | 36 | 2.2% |
| Bengaluru | 33 | 2.0% |
| London | 29 | 1.8% |
| Dublin | 27 | 1.7% |
| Seattle | 21 | 1.3% |
| Singapore | 20 | 1.2% |
| Mountain View | 19 | 1.2% |
Skills commonly paired with capacity planning
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-10-14. 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 capacity planning by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s capacity planning postings by all capacity planning 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: 0.6% to 0.7%. 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 2,614 identified employers and covers 71% of earlier and 72% of latest indexed postings. Windows: 2026-06-16 to 2026-09-14 and 2026-07-14 to 2026-10-12 (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
- fb92bbb320b437ca
- data_as_of
- 2026-10-14
- 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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