Data Schema

38 Data Fields — Everything You Need

Job Identity

job_id title normalized_title ref_num url language

Dates & Status

date_published date_on_indeed expired is_repost posting_age

Location — Full Geo

city postal_code country_code admin1_name admin2_name street_address full_address latitude longitude

Job Characteristics

occupations job_types shift_schedule working_system benefits description_text

Market Intelligence

apply_count num_candidates sponsored is_urgent_hire is_high_volume_hiring has_salary_info

Employer Data

employer_key employer_tier employer_url employer_rating employer_review_count

Use Cases

Who Buys This Data

ML & NLP Training

Train job classification, salary prediction, or skill extraction models on 150K+ real German-language job descriptions with structured labels.

Salary Benchmarking

Map compensation trends by role, region, and employer tier. Use has_salary_info and employer ratings to build benchmarks.

Competitive Intelligence

Track hiring velocity by company, monitor urgent-hire flags, and spot talent demand signals across Germany's job market in real time.

Labor Economics Research

Quantify regional hiring patterns, occupational trends, and employer behavior across all 16 German states with full geo fields.

HR SaaS & Recruiting Tools

Power your product with a comprehensive base layer of German job data — matching, recommendations, market analytics, and more.

Job Aggregators

Seed or supplement a job board with 150K+ deduplicated listings, including full URLs, apply counts, and employer metadata.

Data Quality

Data Quality & Freshness

150,936

Unique job listings

Data fields per record

Daily

Snapshot cadence

100% deduplicated by job_id — no duplicate listings
Geolocation for every listing: lat/lon + full address hierarchy
description_text is the full raw job description (avg ~800 chars)
Boolean flags for urgent hire, high-volume, repost, and sponsored
Employer ratings and review counts from Indeed integrated per record
apply_count — real applicant numbers, not estimates

Sample Data

Sample Data Preview

All 38 fields shown — scroll horizontally to explore.

Showing 5 of 5,000 rows from the free sample. Full dataset: 150,000+ rows.
job_id	title	company	date_published	date_on_indeed	expired	language	normalized_title	ref_num	url	description_text	country_code	city	postal_code	admin1_name	admin2_name	street_address	full_address	latitude	longitude	occupations	benefits	job_types	shift_schedule	working_system	posting_age	num_candidates	sponsored	apply_count	is_urgent_hire	is_high_volume_hiring	is_repost	employer_key	employer_tier	employer_url	employer_rating	employer_review_count	has_salary_info
82978069b390930d	Fremdfirmenkoordinator (m/w/d)	PEAG Personal GmbH	1775106000000	1775124425387	False	de	fremdfirmenkoordinator	J15188513 // 413401978	https://www.jobadexchange.com/…	8 Standorte – 1 Ziel: Wir finden Ihren neuen Job…	DE	Darmstadt	—	Hessen	Kreisfreie Stadt Darmstadt	—	Darmstadt	49.87056	8.64944	Techniker*innen in der Produktion und Instandhaltung…	Betriebliche Altersvorsorge	Vollzeit	35-Stunden-Woche	—	vor 22 Tagen	—	False	1	False	False	True	f17774f04e5612f7	FREE	/cmp/Peag-Personal-Gmbh	3.6	14	True
87c2fee72259eb54	Pflegefachkraft (w/m/d)	HDV gGmbH	1770357600000	1772796846279	False	de	pflegefachkraft	62684854_406705	https://jobdb.softgarden.de/…	AGAPLESION auf einen Blick. Die AGAPLESION gAG zählt…	DE	Heppenheim (Bergstraße)	64646	Hessen	Landkreis Bergstraße	—	64646 Heppenheim (Bergstraße)	49.64070	8.63670	Altenpfleger*innen \| Berufe im Gesundheitswesen…	Betriebliche Altersvorsorge \| Mitarbeiter-Rabatt \| Jahressonderzahlung…	Teilzeit \| Vollzeit	—	—	vor 30+ Tagen	—	False	6	False	False	True	ad2490163773f237	FREE	/cmp/Agaplesion-2	3.4	23	True
b1980fba015aa126	Sozialarbeiterin (m/w/d)	Zukunftsblick GbR	1771856084751	1771856084751	False	de	sozialarbeiter	cac95fad-5639-4f36-b7a5…	http://de.indeed.com/job/…	Werde Teil unseres Teams! Die Zukunft fest im Blick…	DE	Wiesbaden	65185	Hessen	Kreisfreie Stadt Wiesbaden	Adolfsallee 19	Adolfsallee 19, 65185 Wiesbaden	50.07460	8.23982	Berufe im Sozialwesen \| Berufe in der Sozialarbeit…	Betriebliche Altersvorsorge \| Jobticket \| Firmenhandy…	Vollzeit	—	—	vor 30+ Tagen	1	False	39	True	False	False	8db52f35739daec2	FREE	/cmp/Zukunftsblick-Gbr	2.0	1	True
042c77803be54aea	Verkäufer 15–25 Std./Woche (m/w/d)	Lidl Wöllstein Ost	1774242000000	1774312915206	False	de	verkäufer	417_668903	https://automate-api.emplify.de/…	Wir finden, unsere Kunden verdienen nur das Beste…	DE	Wiesbaden	65185	Hessen	Kreisfreie Stadt Wiesbaden	Kirchgasse 17	Kirchgasse 17, 65185 Wiesbaden	50.07920	8.23824	Berufe im Einzelhandel \| Einzelhandelsverkäufer*innen…	Aufstiegsmöglichkeiten \| Deutschland-Ticket	Teilzeit	—	—	vor 30+ Tagen	—	False	612	False	False	True	de2d952d2f132924	ENTERPRISE	/cmp/Lidl	3.1	15172	True
e1a41c75d402a3c0	Buchhalter (m/w/d)	adesta GmbH & Co. KG	1760590800000	1760654084867	False	de	buchhalter	305a_buchhalter	https://www.adesta.de/…	Sie möchten Ihre Expertise im Rechnungswesen einbringen…	DE	Dieburg	—	Hessen	Landkreis Darmstadt-Dieburg	—	Dieburg	49.89889	8.84444	Berufe in der Buchführung & im Forderungsmanagement…	Weiterbildungsprogramme	Vollzeit	—	—	vor 30+ Tagen	—	False	2	False	False	False	068d6049c8a75788	FREE	/cmp/Adesta-Gmbh-&-Co.-Kg	0.0	0	False

Download Free 5,000-Row Sample on Kaggle →

Pricing

Simple, One-Time Pricing

German Job Market Dataset

$300

per dataset snapshot

Full CSV file (~45 MB)
150,000+ deduplicated records
All 38 data fields included
Delivery within 12 hours

Order Now

One-time purchase. No subscription. Own the data.

FAQ

Frequently Asked Questions

How is the data collected?

The dataset is collected daily from Indeed.de via structured scraping, then deduplicated, cleaned, and normalized. Each record is matched to a unique job_id before delivery to ensure you receive only fresh, distinct listings.

How often is the dataset updated?

Daily snapshots are available. Each purchase is a point-in-time snapshot of the German job market. If you need ongoing updates, reach out via the contact form to discuss a subscription arrangement.

What format is the file in?

The dataset is delivered as a CSV file, UTF-8 encoded, approximately 45 MB. It is immediately loadable in Python (pandas), R, Excel, BigQuery, and any standard data tool. No transformation required.

Can I get a sample before buying?

Yes — a free 5,000-row sample is available right now on Kaggle. No sign-up required from us — download it instantly, validate the schema and data quality, then come back to purchase the full 150K+ snapshot.

What payment methods do you accept?

We accept PayPal, Wise (bank transfer), and major cryptocurrencies (BTC, ETH, USDC). If you need an invoice for company procurement, mention it in the message field and we'll accommodate.

Do you offer custom queries or filtered exports?

Yes. We can filter by city, postal code, job category, employer tier, date range, or any other available field. Contact us through the form below and describe your requirements — custom exports are priced on a case-by-case basis.

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