Arbetsformedlingen Job Scraper

What does Arbetsformedlingen Job Scraper do?

Arbetsformedlingen Job Scraper extracts structured job data from arbetsformedlingen.se — including salary data, contact details, company metadata, full descriptions, location data, and skill tags. It supports keyword search, location filters, and controllable result limits, so you can run the same query consistently over time. The actor also offers detail enrichment (full descriptions, company metadata, and contact information) where the source provides them.

Key features

• Incremental mode — recurring runs emit and charge only for listings that are new or whose tracked content changed. First run builds the baseline state; subsequent runs emit only new or changed records.
• Detail enrichment — full descriptions, company metadata, and contact information where the source provides them.
• Compact mode — AI-agent and MCP-friendly payloads with core fields only.

What data can you extract from arbetsformedlingen.se?

Each result includes Core listing fields (jobId, jobKey, externalId, originalId, labels, title, workplaceName, and location, and more), detail fields when enrichment is enabled (description, descriptionHtml, descriptionMarkdown, descriptionNeeds, and descriptionRequirements), contact and apply information (email, phone, contactName, and contactEmail), and company metadata (company, descriptionCompanyInfo, companyLogo, and companyUrl). In standard mode, all fields are always present — unavailable data points are returned as null, never omitted. In compact mode, only core fields are returned.

Enable detail enrichment in the input to get richer fields such as full descriptions, company metadata, and contact information where the source provides them.

Input

The main inputs are a search keyword, an optional location filter, and a result limit. Additional filters and options are available in the input schema.

Key parameters:

• query — Job search keywords. Leave empty to browse all live jobs in Sweden.
• location — City or region name appended to the search query (e.g. Stockholm, Göteborg).
• publishedAfter — Only return jobs published after this date (ISO 8601, e.g. 2026-04-15T00:00:00 for the last week).
• sortBy — Sort order for results. Defaults to relevance. (default: "relevance")
• maxResults — Maximum results to return. 0 = unlimited (up to 2,100 per query due to API offset cap). (default: 25)
• includeDetails — Re-fetch each job via /ad/{id}. The SERP already returns all fields with resdet=full, so this is only useful for freshness verification. (default: false)
• descriptionMaxLength — Truncate description to N chars. 0 = no truncation. (default: 0)
• compact — Core fields only (for AI-agent/MCP workflows). (default: false)
• incrementalMode — Compare against previous run state (persisted per stateKey). Enables changeType/isRepost fields and the skipReposts/emitUnchanged/emitExpired flags. Requires stateKey. (default: false)
• stateKey — Stable identifier for the tracked universe (e.g. "devs-stockholm"). Runs sharing a stateKey see each other's history. Required when incrementalMode is true.
• emitUnchanged — Also emit jobs with changeType=UNCHANGED. Requires incrementalMode+stateKey (otherwise ignored with a warning). (default: false)
• emitExpired — Also emit jobs that disappeared since the last run (changeType=EXPIRED). Requires incrementalMode+stateKey (otherwise ignored with a warning). (default: false)
• ...and 1 more parameters

Input examples

Basic search — Keyword-driven search with a result cap.

→ Full payload per result — all standard fields populated where the source provides them.

{
  "query": "mjukvaruutvecklare",
  "maxResults": 50
}

Incremental tracking — Only emit jobs that changed since the previous run with this stateKey.

→ First run builds the baseline state. Subsequent runs emit only records that are new or whose tracked content changed. Set emitUnchanged: true to include unchanged records as well.

{
  "query": "mjukvaruutvecklare",
  "maxResults": 200,
  "incrementalMode": true,
  "stateKey": "mjukvaruutvecklare-tracker"
}

Compact output for AI agents — Return only core fields for AI-agent and MCP workflows.

→ Small payload with the most important fields — ideal for piping into LLMs without token overhead.

{
  "query": "mjukvaruutvecklare",
  "maxResults": 50,
  "compact": true
}

Output

Each run produces a dataset of structured job records. Results can be downloaded as JSON, CSV, or Excel from the Dataset tab in Apify Console.

Example job record

{
  "jobId": "2924edbdc95cc9c0a6cdc813910d1270beb65db257236dce04884e3ecc6e8c94",
  "jobKey": "30943612",
  "externalId": null,
  "originalId": null,
  "labels": [],
  "title": "Lärare i matematik, no och teknik åk 7-9 Mariebergsskolan",
  "company": "Karlstads kommun",
  "workplaceName": "Barn- och ungdomsförvaltningen, Grundskola, Mariebergsskolan",
  "location": "Karlstad, Värmlands län",
  "municipality": "Karlstad",
  "municipalityCode": "1780",
  "municipalityConceptId": "hRDj_PoV_sFU",
  "region": "Värmlands län",
  "regionCode": "17",
  "regionConceptId": "EVVp_h6U_GSZ",
  "country": "Sverige",
  "countryCode": "199",
  "countryConceptId": "i46j_HmG_v64",
  "streetAddress": "Västra torggatan 26",
  "postcode": "65184",
  "coordinates": [
    13.5229996,
    59.3835313
  ],
  "description": "Beskrivning\nPå Mariebergsskolan får du de bästa förutsättningarna att kunna göra ett bra jobb! - Det är vårt motto\nMariebergsskolan är en högstadieskola med drygt 420 elever i årskurserna 7-9. Skolans...",
  "descriptionHtml": "<p><p><strong>Beskrivning</strong></p><p>På Mariebergsskolan får du de bästa förutsättningarna att kunna göra ett bra jobb! - Det är vårt motto</p><p>Mariebergsskolan är en högstadieskola med drygt 42...",
  "descriptionMarkdown": "**Beskrivning**\n\nPå Mariebergsskolan får du de bästa förutsättningarna att kunna göra ett bra jobb! - Det är vårt motto\n\nMariebergsskolan är en högstadieskola med drygt 420 elever i årskurserna 7-9. S...",
  "descriptionCompanyInfo": null
}

Incremental fields

When incremental: true, each record also carries:

• changeType — one of NEW, UPDATED, UNCHANGED, REAPPEARED, EXPIRED. Default output covers NEW / UPDATED / REAPPEARED; set emitUnchanged: true or emitExpired: true to opt into the others.
• firstSeenAt, lastSeenAt — ISO-8601 timestamps tracking the listing across runs.
• isRepost, repostOfId, repostDetectedAt — populated when a new listing matches the tracked content of a previously expired one. Set skipReposts: true to drop detected reposts from the output.

How to scrape arbetsformedlingen.se

1. Go to Arbetsformedlingen Job Scraper in Apify Console.
2. Enter a search keyword and optional location filter.
3. Set maxResults to control how many results you need.
4. Enable includeDetails if you need full descriptions, contact info, or company data.
5. Click Start and wait for the run to finish.
6. Export the dataset as JSON, CSV, or Excel.

Use cases

• Extract job data from arbetsformedlingen.se for market research and competitive analysis.
• Track salary trends across regions and categories over time.
• Monitor new and changed listings on scheduled runs without processing the full dataset every time.
• Build outreach lists using contact details and apply URLs from listings.
• Research company hiring patterns, employer profiles, and industry distribution.
• Use structured location data for regional analysis, mapping, and geo-targeting.
• Feed structured data into AI agents, MCP tools, and automated pipelines using compact mode.
• Export clean, structured data to dashboards, spreadsheets, or data warehouses.
• Analyze skill demand across listings using structured skill tags.

How much does it cost to scrape arbetsformedlingen.se?

Arbetsformedlingen Job Scraper uses pay-per-event pricing. You pay a small fee when the run starts and then for each result that is actually produced.

• Run start: $0.0015 per run
• Per result: $0.003 per job record

Example costs:

• 10 results: $0.03
• 100 results: $0.3
• 500 results: $1.5

Example: recurring monitoring savings

These examples compare full re-scrapes with incremental runs at different churn rates. Churn is the share of listings that are new or whose tracked content changed since the previous run. Actual churn depends on your query breadth, source activity, and polling frequency — the scenarios below are examples, not predictions.

Example setup: 100 results per run, daily polling (30 runs/month). Event-pricing examples scale linearly with result count.

Churn rate	Full re-scrape run cost	Incremental run cost	Savings vs full re-scrape	Monthly cost after baseline
5% — stable niche query	$0.30	$0.02	$0.28 (95%)	$0.49
15% — moderate broad query	$0.30	$0.05	$0.26 (85%)	$1.40
30% — high-volume aggregator	$0.30	$0.09	$0.21 (70%)	$2.75

Full re-scrape monthly cost at daily polling: $9.04. First month with incremental costs $0.78 / $1.65 / $2.95 for the 5% / 15% / 30% scenarios because the first run builds baseline state at full cost before incremental savings apply.

Platform usage (compute and proxies) is billed separately by Apify based on actual consumption. Incremental runs consume less on result processing, though fixed per-run overhead stays the same.

FAQ

How many results can I get from arbetsformedlingen.se?

The number of results depends on the search query and available listings on arbetsformedlingen.se. Use the maxResults parameter to control how many results are returned per run.

Does Arbetsformedlingen Job Scraper support recurring monitoring?

Yes. Enable incremental mode to only receive new or changed listings on subsequent runs. This is ideal for scheduled monitoring where you want to track changes over time without re-processing the full dataset.

Can I integrate Arbetsformedlingen Job Scraper with other apps?

Yes. Arbetsformedlingen Job Scraper works with Apify's integrations to connect with tools like Zapier, Make, Google Sheets, Slack, and more. You can also use webhooks to trigger actions when a run completes.

Can I use Arbetsformedlingen Job Scraper with the Apify API?

Yes. You can start runs, manage inputs, and retrieve results programmatically through the Apify API. Client libraries are available for JavaScript, Python, and other languages.

Can I use Arbetsformedlingen Job Scraper through an MCP Server?

Yes. Apify provides an MCP Server that lets AI assistants and agents call this actor directly. Use compact mode and descriptionMaxLength to keep payloads manageable for LLM context windows.

Is it legal to scrape arbetsformedlingen.se?

This actor extracts publicly available data from arbetsformedlingen.se. Web scraping of public information is generally considered legal, but you should always review the target site's terms of service and ensure your use case complies with applicable laws and regulations, including GDPR where relevant.

Your feedback

If you have questions, need a feature, or found a bug, please open an issue on the actor's page in Apify Console. Your feedback helps us improve.

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Getting started with Apify

New to Apify? Create a free account with $5 credit — no credit card required.

1. Sign up — $5 platform credit included
2. Open this actor and configure your input
3. Click Start — export results as JSON, CSV, or Excel

Need more later? See Apify pricing.