Ausbildung.de Jobs Scraper

Extract apprenticeship and vocational training listings from Ausbildung.de with rich, structured output for analysis, monitoring, and automation. Collect job titles, companies, locations, application details, timelines, and stable IDs in one dataset. Built for reliable large-scale job data collection with clean, deduplicated records.

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Features

• Rich Job Records — Collect listing information, company metadata, training type, and timeline details.
• Duplicate-Safe Output — Automatically keeps unique job entries using stable identifiers.
• Clean Dataset Quality — Excludes empty values from output so records are easier to use downstream.
• Flexible Search Inputs — Run by keyword, location, profession, or full search URL.
• Scalable Collection — Control volume with result and page limits to fit quick tests or larger runs.
• Proxy Ready — Works with proxy configuration for stable, repeatable data collection.

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Use Cases

Job Market Intelligence

Track apprenticeship and dual-study opportunities across companies and locations. Build recurring snapshots to monitor hiring trends over time.

Career Platform Aggregation

Feed clean Ausbildung.de listings into internal job portals, newsletter workflows, or recommendation engines.

Education and Training Research

Analyze training types, expected graduation requirements, and start timelines to understand evolving vocational pathways.

Recruitment Benchmarking

Compare company-level hiring activity with identifiers and vacancy volume indicators to benchmark talent demand.

Data Pipelines and BI

Export structured records into analytics systems for dashboards, alerts, and automated reporting.

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Input Parameters

Parameter	Type	Required	Default	Description
startUrl	String	No	—	Start from a specific Ausbildung.de search URL. If provided, this overrides keyword/location/beruf construction.
keyword	String	No	—	Search keyword, for example Fachinformatiker.
location	String	No	—	Target city or location, for example Berlin.
beruf	String	No	—	Profession/job-type filter value.
collectDetails	Boolean	No	true	Compatibility input kept for existing workflows.
results_wanted	Integer	No	100	Maximum number of unique listings to save.
max_pages	Integer	No	50	Maximum number of result pages to process.
proxyConfiguration	Object	No	{ "useApifyProxy": true }	Proxy setup for improved reliability.

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Output Data

Each dataset item contains core job fields and extended listing metadata.

Field	Type	Description
title	String	Listing title.
company	String	Company or subsidiary name.
location	String	City/location shown in listing.
beruf	String	Profession title/category.
ausbildungsart	String	Apprenticeship or training type.
start_date	String	Earliest known start date.
description_html	String	HTML job description extracted from JobPosting schema on the detail page.
description_text	String	Plain-text description derived from description_html.
url	String	Canonical listing URL.
vacancy_public_id	String	Stable listing identifier.
vacancy_slug	String	Listing slug.
vacancy_count	Number	Vacancy count marker from source record.
related_branches_count	Number	Related branch count indicator.
corporation_name	String	Corporation name from listing metadata.
corporation_public_id	String	Stable corporation identifier.
corporation_logo	String	Corporation logo URL.
corporation_starving_state	Number	Corporation state flag.
corporation_display_vacancy_counts	Boolean	Whether vacancy counts are displayed.
subsidiary_name	String	Subsidiary name.
subsidiary_public_id	String	Stable subsidiary identifier.
subsidiary_logo	String	Subsidiary logo URL.
direct_application_on	Boolean	Indicates direct application availability.
application_options	String	Application option mode.
apprenticeship_type	String	Detailed apprenticeship type code.
profession_title	String	Detailed profession label.
salesforce_category	String	Category label attached to listing.
expected_graduation	String	Expected graduation requirement.
duration	String	Program duration text.
valid_until	String	Valid-until date if available.
in_spotlight	Boolean	Spotlight/promoted indicator.
non_eu_flow	Number	Non-EU flow marker.
ba_booking	String	Booking state marker.
cluster_id	Number	Cluster identifier.
cluster_subsidiary_id	Number	Cluster subsidiary ID.
cluster_profession_id	Number	Cluster profession ID.
cluster_created_at	String	Cluster creation timestamp.
cluster_updated_at	String	Cluster update timestamp.
meta_results_count	Number	Total results indicator from current response metadata.
meta_vacancies_count	Number	Total vacancies indicator from current response metadata.
meta_city_name	String	Metadata city value when present.
meta_session_location	Boolean	Session location flag.
meta_country_entry_point	String	Country entry point value.
meta_country_entry_code	String	Country entry code.

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Usage Examples

Basic Keyword Search

{
  "keyword": "Fachinformatiker",
  "location": "Berlin",
  "results_wanted": 20
}

Profession-Focused Collection

{
  "keyword": "Ausbildung",
  "location": "Hamburg",
  "beruf": "informatik",
  "results_wanted": 100,
  "max_pages": 10
}

Start From Custom Search URL

{
  "startUrl": "https://www.ausbildung.de/suche/?was=fachinformatiker&wo=berlin",
  "results_wanted": 50,
  "max_pages": 8,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

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Sample Output

{
  "title": "Duales Studium BWL Sales Management | Peak One GmbH",
  "company": "iba Internationale Berufsakademie",
  "location": "Hamburg",
  "beruf": "Duales Studium BWL",
  "ausbildungsart": "duales-studium",
  "start_date": "2026-04-01",
  "url": "https://www.ausbildung.de/stellen/duales-studium-bwl-sales-management-peak-one-gmbh-bei-iba-internationale-berufsakademie-in-hamburg-5a6f712e-b21b-4236-8e59-4a02ae086b44/",
  "vacancy_public_id": "5a6f712e-b21b-4236-8e59-4a02ae086b44",
  "vacancy_slug": "duales-studium-bwl-sales-management-peak-one-gmbh-bei-iba-internationale-berufsakademie-in-hamburg-5a6f712e-b21b-4236-8e59-4a02ae086b44",
  "vacancy_count": 856,
  "related_branches_count": 311,
  "corporation_name": "iba Internationale Berufsakademie",
  "corporation_public_id": "7a077aae-996c-43de-b923-29bc8a4a79d5",
  "corporation_logo": "https://www.ausbildung.de/uploads/image/17/17fa40f4-8cb8-4f23-a492-59ae7706b77d/iba_Logo_auf_wei%C3%9F_RGB.png",
  "subsidiary_name": "iba Internationale Berufsakademie",
  "subsidiary_public_id": "51ba5881-21bc-4d96-8c0a-8f3c3c3ab214",
  "direct_application_on": false,
  "application_options": "online",
  "apprenticeship_type": "duales-studium",
  "profession_title": "Duales Studium BWL",
  "salesforce_category": "A+",
  "expected_graduation": "fachabitur",
  "duration": "3 Jahre",
  "in_spotlight": false,
  "non_eu_flow": 1,
  "ba_booking": "FALSE",
  "cluster_id": 2464,
  "cluster_subsidiary_id": 9030,
  "cluster_profession_id": 668,
  "cluster_created_at": "2020-08-31T18:03:11.999Z",
  "cluster_updated_at": "2020-08-31T18:03:11.999Z",
  "meta_results_count": 10000,
  "meta_vacancies_count": 113270,
  "meta_session_location": false,
  "meta_country_entry_point": "Pakistan",
  "meta_country_entry_code": "PK"
}

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Tips For Best Results

Start Small, Then Scale

• Use results_wanted: 20 for quick validation runs.
• Increase volume only after validating output quality.

Use Targeted Queries

• Combine keyword and location for tighter result relevance.
• Add beruf when you need profession-specific datasets.

Control Runtime

• Use max_pages to keep run duration predictable.
• Prefer multiple focused runs over one oversized broad run.

Improve Stability

• Enable proxies for large collections and repeated schedules.
• If results repeat heavily, lower max_pages and run more targeted filters.

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Integrations

• Google Sheets — Build shareable reporting sheets quickly.
• Airtable — Maintain searchable apprenticeship databases.
• Make — Automate enrichment and routing workflows.
• Zapier — Trigger actions in CRM, messaging, and analytics tools.
• Webhooks — Push fresh dataset items into your own systems.

Export Formats

• JSON — Best for APIs and backend pipelines.
• CSV — Ideal for spreadsheets and BI tools.
• Excel — Useful for business handoff and reporting.
• XML — Helpful for system-to-system data exchange.

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Frequently Asked Questions

How many listings can I collect?

You can collect as many as available within your results_wanted and max_pages limits.

Are duplicates automatically removed?

Yes. The actor keeps unique records using stable listing identifiers.

Why are some fields missing in an item?

Some listings simply do not provide every optional attribute. Empty values are omitted from the output.

Can I run from a pre-filtered URL?

Yes. Provide startUrl to start from a specific Ausbildung.de search page.

Can I schedule regular monitoring runs?

Yes. Use Apify schedules and export targets to track changes over time.

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Support

For issues or feature requests, use the Apify Console issue and support channels.

Resources

• Apify Documentation
• Apify API Reference
• Apify Scheduling

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Legal Notice

This actor is intended for legitimate data collection workflows. You are responsible for complying with applicable laws, platform terms, and internal data governance policies.