Trace Jobs Core API — Interpretation‑free job posting data, delivered without scraping.
Trace
Jobs Core API
Interpretation‑free job posting data, delivered without scraping.
View API Pricing & Access
Why this exists
- Scraping Is Fragile: HTML layouts shift without notice, breaking pipelines and burning engineering time.
- Extraction Is Unreliable: LLM‑based parsing introduces silent errors, hallucinated fields, and schema drift.
- Sources Don’t Align: Job boards and ATS systems format titles, locations, and timestamps differently.
- Everyone Rebuilds the Same Stack: Teams repeatedly write scrapers, mappers, and dedupers just to reach clean data.
What it is
The Jobs Core API provides interpretation-free job posting data: records derived deterministically from machine-readable sources, without scraping, AI extraction, enrichment, classification, or inferred metadata.
- Data Source: 9800+ structured feeds
- Data Refresh: Daily at 06:00 UTC
- Ingestion Rate: 13k/day average
- Data Standard: Schema.org
- Deduplication: SHA-256
- Normalization: Best‑effort ISO mapping with original values preserved when unmappable.
We ingest job data daily from public machine‑readable endpoints, translate it into a standard form, apply best‑effort ISO field normalization, canonicalize it via RFC 8785, and commit it to a content‑addressed store. Zero scraping, zero guesswork, maximum fidelity.
View sample queries & real data→
What you get
- Months of Saved Engineering Time: Skip building scrapers and fixing broken pipelines. We handle the upstream mess so your team can focus on building your actual product.
- Instant Market Coverage: Tap into 9800+ feeds and ~13k new postings daily. Get full market visibility overnight without the massive infrastructure and data-gathering costs.
- Standard Data, Zero Mapping: Records are normalized to Schema.org, with original upstream values preserved when ISO mapping is ambiguous.
- Lower Compute & Storage Costs: Automated SHA-256 byte-level deduplication ensures you only process unique, net-new data. Delivered as sparse JSON optimized for databases and AI/RAG apps.
Who it's for
- Investment & Market Analysts: Queries and tracks specific market sectors, job titles, or regional hiring trends directly from Python/Pandas without dealing with unstructured web text.
- AI/RAG Product Teams: Feeds structured JSON fields straight into embedding models and vector DBs. Eliminates token waste and hallucinations from unstructured HTML.
- Niche Job Boards & Aggregators: Syncs net-new listings to Postgres or Supabase via target query cron jobs, replacing broken Puppeteer/Playwright scrapers.
Why it's different
- Stability: Direct connections to machine‑readable feeds eliminate breakage from frontend redesigns.
- Predictability: No scraping or AI parsing means zero structural drift and fully deterministic fields.
- Compliance: Built exclusively on public machine endpoints intended for automated access, minimizing legal risk.
- Readiness: Native Schema.org JSON with best-effort ISO-standardized fields, preserving originals when mapping is ambiguous.
Give it a try
Paste the command below to receive real, fresh, data right to your terminal.
Note: This sandbox key has limited search/filter access. Sign up for a full API key.
Recent Postings in Major Tech Hubs
$ curl -G \
-H "X-API-Key: THIS_IS_A_SANDBOX" \
--data-urlencode "city=san francisco" \
--data-urlencode "city=new york" \
--data-urlencode "city=austin" \
--data-urlencode "city=seattle" \
--data-urlencode "sortby=date_posted" \
"https://api.kaleh.net/trace/jobs/core/search"
Read the full API reference →
Pricing
Basic
$0/mo
200 requests / month
(Up to 2.4k records)
Get Basic
$25/mo
10,000 req / month
(Up to 120k records)
Get Pro
Team
$50/mo
25,000 req / month
(Up to 300k records)
Get Team
Scale
$100/mo
55,000 req / month
(Up to 660k records)
Get Scale
Are you an enterprise user? Do you need historical archive access or bulk data? Let's talk
Connect with a human by messaging the support mailbox on this domain.
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Kaleh LLC, 2026
