What is in a Firecrawl Alexandria job postings dataset?

Every job postings dataset is custom. The common fields are one row per posting, with the title, company, department, location, workplace type, employment type, published pay range, full description and apply link, plus the source URL, the posted date and when we first and last saw the role. We can tweak the fields to your preferences.

Where does the job data come from?

From the public job boards of applicant tracking systems such as Greenhouse, Lever, Ashby, Workday, SmartRecruiters and Workable, from job boards such as ZipRecruiter and Built In, and from company career pages you list. Labor market series come from the Bureau of Labor Statistics.

Which companies can a job dataset cover?

Applicant tracking systems publish one board per company, so coverage starts from a company list. Send company names, domains or career page URLs, or describe the market and our data team builds the list with you.

How far back does the job data go?

Collection starts when your dataset is set up. Each refresh records new, changed and closed postings, so the history grows with every delivery.

Can I see a sample before ordering?

Yes. Our data team scopes the sources, fields and volume with you, then sends about 1,000 rows in your schema. The full delivery runs after you approve the sample.

What formats and delivery options are there?

Parquet, JSONL or CSV, as download links or straight into your Amazon S3, Google Cloud Storage or Cloudflare R2 bucket. A dataset can ship once or refresh weekly or monthly.

Can I collect the data myself instead?

Yes. The same Firecrawl Alexandria providers are available through the Firecrawl API with an API key on a team with Alexandria enabled. Each tool lists its credit price before you call it, and the free plan includes 1,000 credits a month.

Job postings datasets

Name: Job postings datasets
Creator: Firecrawl

Job postings and pay,
delivered to your bucket.

Get job postings from applicant tracking systems, job boards and career pages for the companies you choose. Every posting keeps its source URL and the dates we saw it open and close.

Request a sample See a sample

Sample job_postings.parquet

illustrative rows

Illustrative job posting rows in the delivery schema, with title, location, workplace type, pay range and source
title	location	workplace_type	salary_min	salary_max	source_name
Senior data engineer	New York, NY	hybrid	150000	185000	Greenhouse
Account executive	London, UK	onsite			Lever
Machine learning engineer	Remote, US	remote	170000	210000	Ashby
Registered nurse	Austin, TX	onsite	78000	104000	Workday
Product designer	Berlin, DE	hybrid			SmartRecruiters

source_url, first_seen_at and closed_at on every rowPARQUET · JSONL · CSV

Trusted by 150,000+
companies of all sizes

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[ 01 / 08 ]

Datasets

Datasets we build

Job datasets are custom builds: you bring a company list or a market to cover, and we scope the sources, fields and refresh schedule with you.

ATS job postings

[ CUSTOM ]

Open roles from the public job boards of companies on Greenhouse, Lever, Ashby, Workday, SmartRecruiters, Workable, iCIMS and SAP SuccessFactors, with full descriptions and published pay ranges.

jsonmarkdownparquet

Greenhouse · Lever · Ashby · Workday · SmartRecruiters · Workable

Your company list · weekly or monthly

Job board listings

[ CUSTOM ]

Listings by keyword and location from job boards, with employment type and pay where the board shows it.

jsonparquetcsv

ZipRecruiter · Built In · Y Combinator

Your keywords and locations · weekly or monthly

Career page postings

[ CUSTOM ]

Roles from company career pages that don't use a supported ATS, crawled and extracted into the same posting schema.

jsonmarkdownhtml

Company career pages

Scoped per request · weekly or monthly

Posting lifecycle and enrichment

[ CUSTOM ]

First-seen, last-seen and closed dates for every posting, plus optional function, seniority and tech-stack columns, each tied to the sentence in the post it came from.

parquetcsv

Any of the sources above

From your first delivery · with each refresh

Pay range data

[ CUSTOM ]

Salary and hourly ranges from postings that publish them, with currency and pay interval split into columns, plus salary percentiles by title and location.

parquetcsv

Ashby · Greenhouse · ZipRecruiter

Postings with published pay · weekly or monthly

Labor market context

[ CUSTOM ]

Employment, wage and price series from the Bureau of Labor Statistics, by county, state and metro area, to set posting counts against official figures.

jsoncsv

BLS

As BLS publishes · monthly

Need something else?

Describe the sources and fields, and our data team builds a custom dataset from Alexandria's data providers, web pages and PDFs.

Request a custom dataset

[ 02 / 08 ]

Sources

Where the data comes from

Every dataset is built from Firecrawl Alexandria and the full Firecrawl search and scrape suite.

[ FIRECRAWL ALEXANDRIA ]

400+

data sources behind one API

Every dataset starts in Firecrawl Alexandria. Our data team picks the right sources for your build.

Explore providers

[ BEYOND ALEXANDRIA ]

...and the full Firecrawl search and scrape suite

Our data team can also build datasets from any public page, PDF or site outside Alexandria with the same API teams use to search, scrape and interact with the web at scale.

/searchFind pages, PDFs and papers by query /scrapeAny page as Markdown or JSON in your schema /parsePDFs, Word files and spreadsheets to JSON /crawlEvery reachable page on a site /mapList every URL on a site /interactClicks, forms and dynamic pages in a real browser /agentA prompt and a schema when sources are unknown /monitorRe-collect only pages that changed

Need a specific source? Tell us what you need and we'll build it as a custom dataset.

Request a custom dataset

[ 03 / 08 ]

Sample

Job postings dataset sample

The common fields, one row per posting. Every field is customizable to your requirements: add, rename or drop columns when we scope the build.

Request sample access

Fields in the job postings dataset, with an example value for each
name	description	type	example
job_id	The source's own posting or requisition ID	string	4487803
title	Job title as posted	string	Senior data engineer
company_name	Hiring company	string	Northwind Analytics
company_domain	Company website domain, for joins	string	northwind.example
department	Department or team, where listed	string	Data
employment_type	Full-time, part-time, contract or internship	string	Full-time
workplace_type	Remote, hybrid or onsite	string	Hybrid
location	Primary location, plus secondary locations	string	New York, NY, United States
country_code	ISO country code	string	US
salary_min	Low end of the published pay range	decimal	150000
salary_max	High end of the published pay range	decimal	185000
salary_currency	ISO currency code	string	USD
salary_interval	Year, month or hour	string	year
description	Full posting text as Markdown	string	We're hiring a senior data engineer to own our ingestion pipelines...
posted_at	Date the board says the role was published	date	2026-11-03
first_seen_at	When we first saw the posting live	timestamp	2026-11-03T06:00:00Z
last_seen_at	When we last saw the posting live	timestamp	2026-11-10T06:00:00Z
closed_at	When the posting was taken down	timestamp	null (still open)
apply_url	Application link	string	https://job-boards.greenhouse.io/northwind/jobs/4487803
source_name	The board the row came from	string	Greenhouse
source_url	The page the row was read from	string	https://job-boards.greenhouse.io/northwind/jobs/4487803

Example values are illustrative.

[ 04 / 08 ]

Use cases

What teams build with it

Who orders job data and what they do with it.

[ 01 ]
Job search and recruiting products
Job aggregators and recruiting tools load fresh postings from the companies their users care about, with closed roles dropped on each refresh.
[ 02 ]
Labor market research
Economists and workforce teams count openings by title, region and pay band, then compare them with BLS series.
[ 03 ]
Hiring signals for investors
Funds track how fast companies open and close roles, by team and location, as a read on growth plans.
[ 04 ]
Training data for HR and career models
Teams building job matching, skills extraction or resume tools train on full posting text with titles, seniority and pay attached.

[ 05 / 08 ]

Delivery

Delivered your way

Choose the slice, the file format and where it lands. Every row keeps its source URL and crawl date.

[ FILE FORMAT ]

Parquet, JSONL or CSV

parquetjsonlcsv

[ CONTENT ]

Markdown, the original files, or both

markdownhtmlpdfdocx

[ DELIVERY ]

A download link or your own bucket

downloads3gcsr2

[ UPDATES ]

Once, monthly or weekly

oncemonthlyweekly

[ LICENSING ]

Open licenses only, or unstated licenses flagged

open-onlyflagged

[ PERSONAL DATA ]

As published, or names, emails and phones redacted

as-publishedredact

Every row carries

doc_idurlsource_nametitledoc_typedoc_formatjurisdictionpublished_atcrawled_atmarkdownraw_htmlpdf_uritoken_countrights_basislicense

[ 06 / 08 ]

How it works

From request to delivery

Our data team confirms the size of every slice before anything is delivered.

[ 01 ]
Pick a dataset or describe one
Choose from the catalogue, or tell us the sources, fields and volume you need for a custom build.
[ 02 ]
Choose the slice and delivery
Narrow it by company, keyword or location, then pick the format, licensing filter and destination.
[ 03 ]
Review a sample
Ask for about 1,000 rows first, so you can check the fields and coverage before the full delivery.
[ 04 ]
Get the full set and refreshes
The dataset lands in your bucket or as download links, then refreshes weekly or monthly if you choose.

[ 07 / 08 ]

FAQ

Frequently asked questions

Coverage, fields, licensing and delivery for job postings data.

Job data

Ordering and delivery

[ 08 / 08 ]

More datasets

Other dataset categories

Every category ships in the same delivery format, so datasets combine in one pipeline.

Restaurant menu datasetsCustom restaurant menu datasets from Firecrawl Alexandria: items, prices, sizes and modifiers from chain, delivery and restaurant pages, as Parquet or CSV.Financial datasetsFinancial datasets from Firecrawl Alexandria: 10-K, 10-Q and 8-K filings, exhibits and US economic releases as Parquet, JSONL or CSV, with a license per row.All datasetsThe full catalogue in legal, finance, healthcare and code, plus custom builds.

Get started

Get a sample of job postings data.

Our data team scopes the slice with you and sends about 1,000 rows before the full delivery.

Request a sample All datasets

Are you an AI agent? See setup options

Job postings datasets

Job postings and pay,delivered to your bucket.

Datasets we build

ATS job postings

Job board listings

Career page postings

Posting lifecycle and enrichment

Pay range data

Labor market context

Where the data comes from

data sources behind one API

...and the full Firecrawl search and scrape suite

Job postings dataset sample

What teams build with it

Job search and recruiting products

Labor market research

Hiring signals for investors

Training data for HR and career models

Delivered your way

From request to delivery

Pick a dataset or describe one

Choose the slice and delivery

Review a sample

Get the full set and refreshes

Frequently asked questions

Other dataset categories

Job postings and pay,
delivered to your bucket.