Jobs.cz Jobs Scraper

Extract comprehensive job listings from Jobs.cz with clean, deduplicated output ready for research, recruitment analytics, and job market monitoring. Collect job titles, employers, locations, salary details, categories, and full descriptions at scale without spending time cleaning noisy rows.

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Features

• Clean Unique Records — Removes duplicate listings and skips empty rows before they reach your dataset.
• Richer Job Details — Collects structured salary, category, profession, and availability information whenever the listing exposes it.
• Full Description Capture — Saves both formatted description HTML and plain text for search, analysis, or exports.
• Flexible Search Scope — Search by keyword and location or start from a direct Jobs.cz results URL.
• Ready for Analysis — Output is normalized for spreadsheets, BI tools, CRMs, and automated pipelines.

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Use Cases

Job Market Analysis

Track demand for skills, technologies, and job profiles across Czech regions. Build datasets that show which roles are growing fastest and where hiring activity is concentrated.

Salary Benchmarking

Compare listed salary ranges across employers, cities, and categories. Use structured compensation data to support hiring plans, market reports, or internal benchmarking.

Recruitment Intelligence

Monitor competitor hiring, identify high-volume employers, and follow changes in role demand. Structured records make it easier to spot patterns over time.

Job Board Aggregation

Feed fresh Jobs.cz listings into your own internal database, search product, talent pipeline, or reporting workflow. The cleaned output reduces downstream transformation work.

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Input Parameters

Parameter	Type	Required	Default	Description
keyword	String	No	—	Job title, skill, or keyword to search for.
location	String	No	—	City or region filter, such as Praha or Brno.
collectDetails	Boolean	No	true	Visit each listing to collect full description and enriched detail fields.
results_wanted	Integer	No	20	Maximum number of listings to save.
max_pages	Integer	No	20	Safety limit for the number of result pages to inspect.
proxyConfiguration	Object	No	{ "useApifyProxy": false }	Proxy settings for reliability on larger runs.

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Output Data

Each dataset item can contain the following fields when available:

Field	Type	Description
job_id	String	Canonical Jobs.cz job identifier extracted from the listing URL.
title	String	Official job title.
company	String	Hiring employer name.
category	String	Job category or classification.
fields	Array	Structured field labels related to the job area.
professions	Array	Structured profession labels associated with the role.
location	String	Human-readable location summary.
locations	Array	Structured location objects when the listing provides them.
salary	String	Readable salary summary.
salary_min	Number	Minimum listed salary.
salary_max	Number	Maximum listed salary.
salary_currency	String	Salary currency label.
salary_period	String	Salary period label.
job_type	String	Employment form or work arrangement.
date_posted	String	Listing publication date.
valid_to	String	Listing expiry date when available.
teaser	String	Short listing summary or intro text.
suitable_for_graduate	Boolean	Indicates whether the role is marked suitable for graduates.
suitable_for_disabled	Boolean	Indicates whether the role is marked suitable for candidates with disabilities.
suitable_for_pensioner	Boolean	Indicates whether the role is marked suitable for pensioners.
description_html	String	Cleaned job description in HTML form.
description_text	String	Plain-text version of the job description.
url	String	Direct link to the job listing.
source	String	Source site label.
search_keyword	String	Keyword used for the run, when provided.
search_location	String	Location filter used for the run, when provided.

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Usage Examples

Basic Search

{
  "keyword": "vývojář",
  "location": "Praha",
  "results_wanted": 20
}

Broader Market Scan

{
  "keyword": "python",
  "results_wanted": 100,
  "max_pages": 10,
  "collectDetails": true
}

Direct Search URL

{
  "startUrl": "https://www.jobs.cz/prace/praha/?q[]=vývojář&locality[radius]=0",
  "results_wanted": 30,
  "collectDetails": true
}

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Sample Output

{
  "job_id": "2001052426",
  "title": "Backend vývojář pro aplikaci Enectiva",
  "company": "Enerfis s.r.o.",
  "category": "JD/IS*IT: Vývoj aplikací a systémů/C# vývojář-JavaScript vývojář-Python vývojář",
  "location": "Praha",
  "salary": "80 000 - 110 000 Kč / měsíc",
  "salary_min": 80000,
  "salary_max": 110000,
  "salary_currency": "Kč",
  "salary_period": "měsíc",
  "teaser": "Vyvíjejte backend pro energetickou platformu s reálným dopadem.",
  "description_text": "Vyvíjejte backendové služby pro aplikaci Enectiva...",
  "url": "https://www.jobs.cz/rpd/2001052426",
  "source": "jobs.cz",
  "search_keyword": "vývojář",
  "search_location": "Praha"
}

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Tips for Best Results

Choose Local Keywords

• Czech search terms often return broader and more relevant coverage than English equivalents.
• Use role names, technologies, or seniority terms to narrow the result set.

Balance Speed and Depth

• Keep collectDetails enabled when you need salary, category, and description data.
• Lower results_wanted for faster QA checks or test runs.

Scale Safely

• Use proxy settings for larger collections or repeated scheduled runs.
• Combine results_wanted and max_pages to control cost and runtime.

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Proxy Configuration

For larger or repeated runs, residential proxies are recommended:

{
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

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Integrations

• Google Sheets — Export listings for collaborative analysis.
• Airtable — Build a searchable hiring database.
• Webhooks — Send fresh results to downstream systems.
• Make — Trigger automations after each run.
• Zapier — Connect Jobs.cz data to internal workflows.

Export Formats

Download the dataset as JSON, CSV, Excel, XML, or RSS.

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Frequently Asked Questions

Can I collect full descriptions for every job?

Yes. With collectDetails enabled, the actor visits each listing and saves both formatted description HTML and plain text.

Will the dataset contain duplicate jobs?

The actor normalizes URLs and job IDs before saving results, so duplicate listings are filtered out during the run.

Why do some optional fields appear only on certain jobs?

Jobs.cz listings do not all expose the same level of detail. The actor saves every reliable field it finds and omits empty values from the output.

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Support

For issues, feature requests, or custom scraping requirements, contact support through the Apify Console.

Resources

• Apify Platform Documentation
• API Reference
• Scheduling & Automation Guide

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Legal Notice

This actor is designed for legitimate data collection and research workflows. Users are responsible for ensuring that their use of Jobs.cz data complies with applicable laws and platform terms.