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LinkedIn jobs dataset in 2026

Prices compared, open roles as rows.

Bright Data sells its LinkedIn job listings dataset, 19.7M records, at up to $0.0025 a record, and its first tier is $250 for 100K records. Apify's LinkedIn Jobs Scraper starts at $1.00 per 1,000 results, and Coresignal's Jobs API at $49 a month.

SpecStream is the live web data engine for teams and agents. Describe the open roles you track in plain words, and Deep Search returns every match on the live web as rows at 5¢, 15¢ or $1, rerun as often as every hour.

Describe the roles you track

New accounts get $10 of credit, no card.

LinkedIn job data sources side by side

SpecStreamBright Data LinkedIn jobs datasetApify LinkedIn Jobs ScraperCoresignal Jobs API
What you ask forThe roles you track in plain words, with the conditions every row must meet: title, team, city, company size, date postedA dataset from its store, a subset by industry or country, or filters described in plain EnglishLinkedIn job search URLs or filtersQueries by job title, company, location, skills and other fields
What a row carriesThe fields you name, from the posting and the company's own pages joined into one record. Source URL and read time on every valueURL, job posting ID, job title, company name, company ID, job location, job summary, apply link, seniority level and moreFull job details, the job poster and company detailsJob records drawn from company websites, professional networks, ATS platforms and job data aggregators
The unit you pay forA delivered row: 5¢, 15¢ or $1 by how much the row needs. Only rows that meet every condition are billedA record, at up to $0.0025A result, from $1.00 per 1,000Credits, on plans from $49 a month
Smallest start$10 of credit on sign-up, no card. A top-up starts at $10$250, one time, for the 100K record tierPay per result from the first runA 7-day trial with 2,000 free credits
New and changed rolesA saved request reruns hourly to yearly. Each row comes back labeled changed, unchanged or no longer matching. A changed or new row costs half its rate, an unchanged row 1¢Refreshed monthly. Custom delivery schedules, and Smart data updates that send only New Records or Updated RecordsYou schedule the scraper yourself, for example daily with a saved search URLEach active posting revisited within 24 hours
Where the data goesGoogle Sheets, Excel, Airtable, Notion, HubSpot, Salesforce, Pipedrive, Attio, Slack, Teams, Zapier, Make, n8n, signed webhooks, the API and MCPJSON, NDJSON, JSON Lines, CSV or Parquet files, delivered to Snowflake, Amazon S3, Google Cloud, Azure or SFTPA dataset you export as CSV, JSON or XLS, or read through the APIAPI responses, or files as JSONL or Parquet

Why job data buyers choose SpecStream

The roles you track, not a 100K record file

Bright Data's first tier for its LinkedIn job listings dataset is 100K records for $250. Most teams that buy job data track a few hundred companies or a few roles: the accounts hiring for a team they sell to, or the competitors opening an office. On SpecStream you write that as the request, for example "companies in Germany with an open data engineer role posted in the last 30 days, with the job title, the posting URL, the city, the date posted and the company's website". SpecStream reads it back as conditions you can edit, finds every match on the live web and returns one row per open role. A role that fails a condition is left out and not billed.

New and changed roles, as often as every hour

Bright Data refreshes the dataset monthly at most, and its Smart data updates send only New Records or Updated Records on a schedule you set. A saved SpecStream request reruns hourly to yearly. Each row comes back labeled changed, unchanged or no longer matching, so a filled role shows as no longer matching rather than staying in your file. A changed or new row costs half its rate (3¢, 8¢ or 50¢), and an unchanged row costs 1¢. Read how schedules work.

The company joined to the role

A job record holds what the posting says. A SpecStream row can also carry facts from the company's own pages, such as its size, its website or the product it sells, joined into the same record. Each value has the URL of the page it was read on and the time it was read.

In the tool your team uses

Bright Data delivers files to Snowflake, Amazon S3, Google Cloud, Azure or SFTP. SpecStream sends new matches to Slack, Teams, email, Google Sheets, HubSpot, Salesforce, Pipedrive, Attio or a signed webhook, and to your agent through the MCP server at https://api.specstream.ai/mcp.

A price before the run

SpecStream quotes the most a run can cost before it starts, and nothing runs until you approve it. Duplicates and rows you already own are not charged, a run that finds nothing costs nothing, and whatever a run does not use goes back to your balance.

Other LinkedIn job data sources

SpecStream

The live web data engine. Deep Search returns the open roles you describe as rows at 5¢, 15¢ or $1 a row, reruns them hourly to yearly with every change labeled, and delivers them to your sheet, CRM, Slack or agent. Source URL and read time on every value.

Bright Data LinkedIn Jobs Scraper API

Bright Data's scraper for LinkedIn job pages, billed for successful records only. Every new account gets 5,000 free credits a month, which Bright Data values at about $7.50. SpecStream bills a row only when it meets every condition in your request.

Apify LinkedIn Jobs Scraper

A community Actor in the Apify Store that scrapes LinkedIn job search results from search URLs or filters, from $1.00 per 1,000 results. Fresh roles come from scheduling it yourself, for example daily. A saved SpecStream request reruns on its own and labels every row changed, unchanged or no longer matching.

Coresignal Jobs API

A jobs database API with historical data reaching back to August 2020, on credit plans from $49 a month and a 7-day trial with 2,000 free credits. It returns the fields its database keeps. SpecStream returns any field you name, read from the live web.

How SpecStream scores

The same numbers as the benchmarks page, from the official tasks and scorers.

SpecStreamParallelExaTavilyPerplexity
Web researchWideSearch, GPT-5.6 Luna60.945.553.047.947.0
Factual accuracySimpleQA Verified, GPT-5.6 Luna9694919494
Factual accuracySimpleQA Verified, GPT-5.6 Sol9997919295

How to start

Write the roles you track in plain words, in place of the dataset you would order or the search URLs you scrape. Sign up and you get $10 of credit, no card. At 5¢ a row, that is up to 200 roles.

Or send the request from code. This call spends nothing: the 402 reply shows how SpecStream read the request, the columns and the most it can cost.

curl -i https://api.specstream.ai/v1/agent/lists \
  -H "Content-Type: application/json" \
  -d '{"request": "Companies in Germany with an open data engineer role posted in the last 30 days, with the job title, the posting URL, the city, the date posted and the company website", "count": 25}'

Approve that maximum by card through Stripe's Link agent wallet, or in USDC on Base, Arbitrum or Polygon, and you pay for the rows found. On an account, your agent uses the MCP server at https://api.specstream.ai/mcp and your team uses the workspace, from the same balance. Save the request to rerun it on a schedule.

Describe the roles you track

Frequently asked questions

Something we didn't answer? Talk to a human

How much does a LinkedIn jobs dataset cost?
Bright Data sells its LinkedIn job listings dataset at up to $0.0025 a record, and its first tier is $250 for 100K records. Apify's LinkedIn Jobs Scraper starts at $1.00 per 1,000 results, and Coresignal's Jobs API plans start at $49 a month. SpecStream costs 5¢, 15¢ or $1 a delivered row, with $10 of credit on sign-up and no minimum order.
Can I get only new LinkedIn job postings?
Yes. Bright Data's Smart data updates send only New Records or Updated Records on a schedule you set, and the dataset is refreshed monthly. A saved SpecStream request reruns as often as every hour and labels each row changed, unchanged or no longer matching. A new or changed row costs half its rate, and an unchanged row costs 1¢.
What is the best alternative to a LinkedIn jobs dataset?
SpecStream. You describe the roles you track in plain words, approve the most the run can cost, and get one row per open role that meets every condition, in your sheet, your CRM, Slack or your agent. It reruns as often as every hour, and only delivered rows are billed.
How many records does Bright Data's LinkedIn jobs dataset hold?
Bright Data lists 19.7M records for its LinkedIn job listings dataset, delivered as JSON, NDJSON, JSON Lines, CSV or Parquet. A SpecStream request returns only the roles that meet your conditions, so 300 open roles with up to 5 facts each cost $15.
Can job postings go straight into my CRM or Slack?
Yes. SpecStream sends rows to HubSpot, Salesforce, Pipedrive, Attio, Google Sheets, Slack, Teams or a signed webhook, and each new match on a saved request follows them there.
Does SpecStream have an API and an MCP server?
Yes. The MCP server is at https://api.specstream.ai/mcp over Streamable HTTP, with OAuth or an API key, and the REST API, Python and TypeScript SDKs and CLI use the same balance. A request sent to /v1/agent/lists returns the most it can cost before anything runs.

Sources

SpecStream wrote this page. Each rival figure comes from that company's own page.

  1. SpecStream pricingspecstream.ai/pricing, read Nov 12, 2026
  2. SpecStream for agentsspecstream.ai/agents.md, read Nov 12, 2026
  3. SpecStream schedulesspecstream.ai/docs/schedules, read Nov 12, 2026
  4. Bright Data LinkedIn jobs datasetsbrightdata.com/products/datasets/linkedin/jobs, read Nov 12, 2026
  5. Bright Data datasets pricingbrightdata.com/pricing/datasets, read Nov 12, 2026
  6. Bright Data LinkedIn Jobs Scraper APIbrightdata.com/products/web-scraper/linkedin/jobs, read Nov 12, 2026
  7. Apify LinkedIn Jobs Scraperapify.com/curious_coder/linkedin-jobs-scraper, read Nov 12, 2026
  8. Coresignal Jobs APIcoresignal.com/solutions/jobs-data-api/, read Nov 12, 2026