390,000+ Tech Job Postings with Parsed Salaries — Monthly Snapshot
Job postings collected directly from public ATS endpoints (Greenhouse, Lever, Ashby, Workable, SmartRecruiters) across US & EU tech companies, with structured salary ranges, seniority and tech-stack fields — delivered as clean CSV/Parquet at a fraction of enterprise data prices.
- Records
- 394,300 records
- Refresh
- Monthly refresh
- Formats
- CSV + Parquet
- Coverage
- United States, European Union, United Kingdom
- Packages
- 7
- Total volume
- 1.6 GB
Slices from
$99
Open-tier snapshots are free below — paid plans add monthly refreshes & support.
Request access / Get a sampleRequest a quote or a free sample — we reply within one business day.
What you get
- 390,000+ job postings from 6,500+ company boards across Greenhouse, Lever, Ashby, Workable and SmartRecruiters
- Structured salary fields: parsed min/max, currency, period — the field most competitors are missing
- Seniority level, remote policy and extracted tech-stack tags on every posting
- Full data dictionary, datasheet (sources, method, known limitations) and license included
- Per-record provenance: source URL + collection timestamp on every row
Sample preview
First 50 rows of the real free-sample file — the identical schema you get in every package. Click a column to sort, or filter across all rows.
| 42dot | 42dot.ai으로 | ashby | 42dot | d3482165-35ca-4e99-a047-8d41c544e8e0 | [집중채용] Autonomous Driving V&V Engineer (HIL) | ENGINEERING | Pangyo (Software Dream Center), South Korea | South Korea | Pangyo (Software Dream Center) | True | |
| 42dot | 42dot.ai로 | ashby | 42dot | 4ae726ee-4c27-43d8-adaa-13c29268f4d9 | Senior Data Visualization Developer (Autonomous Driving) | ENGINEERING | Pangyo (Software Dream Center), South Korea | South Korea | Pangyo (Software Dream Center) | True | |
| 42dot | 42dot.ai로 | ashby | 42dot | 57c07f5a-b928-4671-9028-6b051a27676a | Senior Software Engineer (AD Framework) | ENGINEERING | Pangyo (Software Dream Center), South Korea | South Korea | Pangyo (Software Dream Center) | True | |
| 9fin | ashby | 9fin | 821bd538-9af1-4262-a533-785d73ed0bbf | Senior Data Analyst - Content | Data & AI | London | United Kingdom | London | False | ||
| aghanim | ashby | aghanim | 0584070f-23ba-4b19-85cc-18065572f370 | Senior Python Developer (Platform) | Engineering | Lisbon; Belgrade | Portugal | Lisbon | False | ||
| airapps | ashby | airapps | 0cec721e-47de-488a-943f-484081839d44 | QA Engineer | Quality Assurance | Madrid | Spain | Madrid | True | ||
| airapps | ashby | airapps | 2b1d409b-6925-4eae-b6ac-7d9632fab41f | Product Analyst | Product | Berlin Metropolitain Area | True | ||||
| airwallex | airwallex.com | ashby | airwallex | 60654f81-6b3c-42f1-be22-9a915abdf84d | Senior IT Engineer, LRC | Engineering | US - San Francisco | United States | San Francisco | True | |
| antares | pmddtc.state.gov | ashby | antares | f4d323da-c799-40d6-85b7-92e0802e74e6 | Enterprise Software Engineer | Manufacturing & Quality | Los Angeles | United States | Los Angeles | False | |
| anyone-ai | ashby | anyone-ai | d6bb835e-1a3e-4d9d-b84f-ef7c7585cf22 | Full-Stack Developer (Germany) | Software Engineering | Germany | Germany | True |
50 rows · 12 columns — swipe → · page 1 of 5
Download the free sample pack
Real rows with the identical schema — enter your work email and we issue a download link instantly. No credit card, no spam.
Data dictionary summary
Key fields — the full data dictionary ships with every purchase.
| field | type | description |
|---|---|---|
| job_id | string | Stable unique identifier for the posting |
| company_name | string | Hiring company name |
| title | string | Job title as posted |
| location | string | Normalized location (city, region, country) |
| remote_policy | string | remote / hybrid / onsite |
| salary_min | float | Parsed lower bound of salary range |
| salary_max | float | Parsed upper bound of salary range |
| salary_currency | string | ISO 4217 currency code |
| seniority | string | junior / mid / senior / staff+ (derived) |
| tech_stack | array<string> | Extracted technology tags |
| ats_source | string | greenhouse / lever / ashby / workable / smartrecruiters |
| source_url | string | Public URL the record was collected from |
| collected_at | timestamp | UTC collection timestamp |
Coverage statistics
- Records
- 394,300
- Companies
- 6,295
- Countries
- 65
- Fields
- 23
- Time coverage
- 2020-01-01 – 2026-08-01
- Largest package
- 797.1 MB
Available packages
Real contents of the current builds — row counts, sizes and checksums come from the packaging manifest, not estimates.
| Slice | Scope | Rows | Size | Snapshot | Monthly |
|---|---|---|---|---|---|
| S — vertical-slice | Single tech vertical: postings whose extracted skills include python | 35,417 | 4.7 MB | $99 | $49/mo |
| M — industry-us-eu | Engineering departments across US + major EU countries | 19,311 | 2.5 MB | $299 | $149/mo |
| L — full-pack | All postings across all covered ATS platforms and countries | 394,300 | 40.4 MB | $599 | $249/mo |
Built from the 2026-08 full run: 390k+ active postings / 6.4k+ company boards across 5 ATS platforms (see pipelines/jobs).
Free Open Data — full downloads
This dataset is part of the DataForge Open Data program: the upstream license (CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required) — commercial use requires a DataForge commercial license) permits free redistribution, so the complete packages below are free — no signup. Please cite DataForge (data.zalize.com) with a backlink when you use or share this data.
| Package | Rows | Size | Download |
|---|---|---|---|
| S — Tech Job Postings with Parsed Salaries (ATS Direct) | 35,417 | 4.7 MB | Free download |
| M — Tech Job Postings with Parsed Salaries (ATS Direct) | 19,311 | 2.5 MB | Free download |
| L — Tech Job Postings with Parsed Salaries (ATS Direct) | 394,300 | 40.4 MB | Free download |
License: CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required) — commercial use requires a DataForge commercial license · Attribution: DataForge (data.zalize.com)
Full package inventory
Every package registered in the delivery catalog for this dataset — 7 packages, 1.6 GB total , 2,026,228 rows. Sizes, row counts and SHA-256 checksums come straight from the packaging pipeline.
| Package | Date | Rows | Size | sha256 | Access |
|---|---|---|---|---|---|
| jobs-tier1-L-raw-2026-08-01.ziptier L-raw | 2026-08-01 | 394,300 | 797.1 MB | B2B only | |
| jobs-2026-08-01.parquet | 2026-08-01 | 394,300 | 283.2 MB | B2B only | |
| jobs-2026-08-01.jsonl.zst | 2026-08-01 | 394,300 | 241.1 MB | B2B only | |
| jobs-2026-08-01.csv.zst | 2026-08-01 | 394,300 | 236.2 MB | B2B only | |
| jobs-tier1-L-2026-08-01.ziptier L | 2026-08-01 | 394,300 | 40.4 MB | Free download | |
| jobs-tier1-S-2026-08-01.ziptier S | 2026-08-01 | 35,417 | 4.7 MB | Free download | |
| jobs-tier1-M-2026-08-01.ziptier M | 2026-08-01 | 19,311 | 2.5 MB | Free download |
How to get this data
All packages are hosted on the Hugging Face Hub: free/open packages live in a public dataset repo (direct downloads, no signup); paid or restricted editions are delivered from a private repo with token access after approval.
Hugging Face Hub — primary Public · Free
- Browse zalizedata/tech-job-postings-salary-dataset →
- Load with
load_dataset,hf://or the hf CLI — snippets below.
DataForge (this site)
# Download the whole dataset repo (hf CLI — pip install -U huggingface_hub)
hf download zalizedata/tech-job-postings-salary-dataset --repo-type dataset --local-dir tech-job-postings-salary-datasetProtocol access (hf://, resolve links, token auth for private repos) is documented in the developer docs →
Pricing
One-time snapshot or monthly subscription, invoiced — pick a tier and request a quote; we reply within one business day and deliver via a time-limited download link. Prices are for the Internal Analytics tier; AI-training and redistribution tiers available — see License. Tiers marked “Request access” require a short approval step before delivery. Snapshots of the open tiers are also free above — paid plans add monthly refreshes and support.
| Tier | Scope | One-time snapshot | Subscription | Access |
|---|---|---|---|---|
| S — vertical-slice | Single tech vertical: postings whose extracted skills include python | $99 | $49/mo | Request quote |
| M — industry-us-eu POPULAR | Engineering departments across US + major EU countries | $299 | $149/mo | Request quote |
| L — full-pack | All postings across all covered ATS platforms and countries | $599 | $249/mo | Request quote |
| L-raw — full-pack-raw | All postings incl. full posting body (description_text) — Raw-Content Edition | $799 | $299/mo | Request access |
Full-text edition available to qualified buyers on request — contact us.
AI-training use requires the AI-Training tier (1.5× base); redistribution licensing is quoted individually. Annual subscriptions get 2 months free. License details →
Update frequency & delivery
- Refreshed monthly: full re-crawl of all covered ATS endpoints in the first week of each month
- Subscriptions receive each new monthly snapshot automatically via download link
- Delisted postings are retained in historical snapshots for time-series analysis
Compliance & provenance
Collected only from publicly accessible pages and endpoints — no login-required data, no CAPTCHA solving, no forged authentication. Collection is rate-limited with an identified User-Agent, and collection logs are retained. PII is removed or pseudonymized. Every record carries its source URL and collection timestamp. Sold under a tiered commercial license.
FAQ
How fresh is the data?
The snapshot is re-collected monthly; each record carries its exact collection timestamp.
Can I get a custom slice (industry / geo / stack)?
Yes — custom cuts start at $99. Use the contact form and tell us the slice you need.
Can I train AI models on it?
Yes, on the AI-Training tier (1.5× base price) or above. See the License page.
Where does the data come from?
Only publicly accessible ATS job pages and endpoints (Greenhouse, Lever, Ashby, Workable, SmartRecruiters) — no login-required data, no CAPTCHA bypassing.
Does this include the full job description text?
No — the public packages contain structured fields only. A full-text edition is available to qualified buyers on request via the contact form.
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