Job-postings datasets are ready-to-license hiring data — roles, companies, skills, locations, seniority and posting dates — collected from public job boards and company career pages. iWeb Data Scraping delivers them structured and time-stamped, so labor-market researchers, recruiters and investors can analyze hiring trends and company growth signals without building collection. Postings are public; personal applicant data is never included.
Job postings are a rich public signal — of company growth, skill demand and labor-market shifts. Our job-postings datasets structure that signal: roles, companies, skills and locations, timestamped so you can track hiring velocity over time.
A common alternative-data use is reading company growth from hiring; see job postings data for ticker-mapped, continuous feeds and alternative data for investment use.
One vertical, every platform that matters in it — matched into a single feed your team actually uses.
Real sample structure from this feed. Your free 48-hour sample comes in your category, in this shape — CSV, JSON or straight to your warehouse.
| first_seen | company | role | location | skills | seniority |
|---|---|---|---|---|---|
| 2026-07-02 | ExampleTech | Backend Engineer | Bengaluru | Python, AWS | mid |
| 2026-07-03 | RetailCo | Data Analyst | Mumbai | SQL, PowerBI | junior |
| 2026-07-01 | FinServe | Product Manager | Remote | B2B, SaaS | senior |
| 2026-07-04 | HealthPlus | DevOps Engineer | Berlin | K8s, CI/CD | mid |
[
{
"first_seen": "2026-07-02",
"company": "ExampleTech",
"role": "Backend Engineer",
"location": "Bengaluru",
"skills": "Python, AWS",
"seniority": "mid"
},
{
"first_seen": "2026-07-03",
"company": "RetailCo",
"role": "Data Analyst",
"location": "Mumbai",
"skills": "SQL, PowerBI",
"seniority": "junior"
},
{
"first_seen": "2026-07-01",
"company": "FinServe",
"role": "Product Manager",
"location": "Remote",
"skills": "B2B, SaaS",
"seniority": "senior"
},
{
"first_seen": "2026-07-04",
"company": "HealthPlus",
"role": "DevOps Engineer",
"location": "Berlin",
"skills": "K8s, CI/CD",
"seniority": "mid"
}
]
Role, skill and location data over time across companies and sectors.
Hiring velocity as a leading signal — see alternative data.
Competitor hiring, in-demand skills and salary signals by role.
Role titles, companies, normalized role categories, skills, locations, seniority, posting dates, remote/on-site, department, listed salary where available, source board and open/filled status — collected from public job boards and career pages, timestamped.
No — we collect public job postings only, never personal applicant data or PII. The dataset is about the roles companies are hiring for, not the people applying.
Hiring velocity is a leading indicator of company growth: accelerating postings, especially in revenue-generating functions, often precede reported growth. Investors use it (ticker-mapped, via our job postings data service) as an early signal on covered names.
Both — a snapshot for research or refreshed deliveries for tracking hiring trends over time. For continuous, ticker-mapped feeds, our job postings data service is the fit.