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Jobs & Labor Market Latest snapshot 2026-08-01 Free tier

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 sample

Request 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.

Sample rows from Job Postings with Parsed Salaries
42dot42dot.ai으로ashby42dotd3482165-35ca-4e99-a047-8d41c544e8e0[집중채용] Autonomous Driving V&V Engineer (HIL)ENGINEERINGPangyo (Software Dream Center), South KoreaSouth KoreaPangyo (Software Dream Center)True
42dot42dot.ai로ashby42dot4ae726ee-4c27-43d8-adaa-13c29268f4d9Senior Data Visualization Developer (Autonomous Driving)ENGINEERINGPangyo (Software Dream Center), South KoreaSouth KoreaPangyo (Software Dream Center)True
42dot42dot.ai로ashby42dot57c07f5a-b928-4671-9028-6b051a27676aSenior Software Engineer (AD Framework)ENGINEERINGPangyo (Software Dream Center), South KoreaSouth KoreaPangyo (Software Dream Center)True
9finashby9fin821bd538-9af1-4262-a533-785d73ed0bbfSenior Data Analyst - ContentData & AILondonUnited KingdomLondonFalse
aghanimashbyaghanim0584070f-23ba-4b19-85cc-18065572f370Senior Python Developer (Platform)EngineeringLisbon; BelgradePortugalLisbonFalse
airappsashbyairapps0cec721e-47de-488a-943f-484081839d44QA EngineerQuality AssuranceMadridSpainMadridTrue
airappsashbyairapps2b1d409b-6925-4eae-b6ac-7d9632fab41fProduct AnalystProductBerlin Metropolitain AreaTrue
airwallexairwallex.comashbyairwallex60654f81-6b3c-42f1-be22-9a915abdf84dSenior IT Engineer, LRCEngineeringUS - San FranciscoUnited StatesSan FranciscoTrue
antarespmddtc.state.govashbyantaresf4d323da-c799-40d6-85b7-92e0802e74e6Enterprise Software EngineerManufacturing & QualityLos AngelesUnited StatesLos AngelesFalse
anyone-aiashbyanyone-aid6bb835e-1a3e-4d9d-b84f-ef7c7585cf22Full-Stack Developer (Germany)Software EngineeringGermanyGermanyTrue

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 definitions for Job Postings with Parsed Salaries
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.

Built packages for Job Postings with Parsed Salaries
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.

Free open data downloads for Job Postings with Parsed Salaries
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.

PackageDateRowsSizesha256Access
jobs-tier1-L-raw-2026-08-01.ziptier L-raw2026-08-01394,300797.1 MBB2B only
jobs-2026-08-01.parquet2026-08-01394,300283.2 MBB2B only
jobs-2026-08-01.jsonl.zst2026-08-01394,300241.1 MBB2B only
jobs-2026-08-01.csv.zst2026-08-01394,300236.2 MBB2B only
jobs-tier1-L-2026-08-01.ziptier L2026-08-01394,30040.4 MBFree download
jobs-tier1-S-2026-08-01.ziptier S2026-08-0135,4174.7 MBFree download
jobs-tier1-M-2026-08-01.ziptier M2026-08-0119,3112.5 MBFree 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.

# 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-dataset

Protocol 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.

Pricing for Job Postings with Parsed Salaries
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.

Slices from

$99

Request access