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LinkedIn company dataset in 2026

Prices compared, companies as rows.

Bright Data sells its LinkedIn company dataset, 30.4M records, at up to $0.0025 a record with a $250 minimum order. Its LinkedIn Company Scraper API costs $1.50 per 1,000 records, and Coresignal's Company API starts at $49 a month.

SpecStream is the live web data engine for teams and agents. Describe the companies you need 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 companies you need

New accounts get $10 of credit, no card.

LinkedIn company data sources side by side

SpecStreamBright Data LinkedIn company datasetBright Data LinkedIn Company Scraper APICoresignal Company API
What you ask forThe companies you need in plain words, with the conditions every row must meet: industry, size, city, the product they sell, the roles they hire forThe store dataset, a subset by industry or region, or filters described in plain English. A site the store does not cover goes through a Custom Dataset (CDS) requestLinkedIn company page URLs, up to 5,000 in one callA search, or a lookup by a known domain, name or profile URL
What a row carriesThe fields you name, read from the company's own site and the other pages that state them, joined into one record. Source URL and read time on every value36 data fields: ID, name, country code, locations, followers, employees on LinkedIn, about, specialties and moreThe fields of the company page as it reads at the time of the callOne company profile matched across sources: firmographics, workforce, funding, technologies and growth signals
The unit you pay forA delivered row: 5¢ for up to 5 facts, 15¢ for up to 15, $1 beyond. Only rows that meet every condition are billedA record, at up to $0.0025, in tiers of 100K, 500K, 1M, 5M and 20M recordsA successful record: $1.50 per 1,000 pay as you go, or $499 a month with 384,000 records includedCredits: 20 for a full company record, 10 for a core record
Smallest start$10 of credit on sign-up, no card. A top-up starts at $10$250, one time, for the 100K record tier5,000 free credits a month, about $7.50A trial with 2,000 free credits, no card, then $49 a month for 2,500 credits
New and changed companiesA 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. Updates daily, weekly, monthly or on a custom schedule, with Smart data updates that send only New Records or Updated Records. A monthly subscription saves 80%Each call reads the pages again, billed per successful recordUpdate timestamps, headcount history, funding events and change signals on each record
Records that stop matchingA row that fails a condition is left out and not billedOn a fresh collection, records that no longer meet your filters are removed, and the initial scrape is still chargedNo charge for failed deliveriesCredits are deducted for each successful request, by the feature, field or action used
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 SFTP. A snapshot can be downloaded for 14 daysJSON, NDJSON or CSV, through the API, a webhook or cloud storageREST, an MCP server, n8n, Zapier and Clay, or Snowflake, Databricks, Google Cloud, Azure and Amazon S3

Why company data buyers choose SpecStream

The companies you sell to, not a 100K record file

Bright Data's first tier for its LinkedIn company dataset is 100K records for $250, and a subset is cut from the store by industry, region and other parameters. Most teams that buy company data want a few hundred accounts with a trait no filter lists. On SpecStream you write that as the request, for example "software companies in Germany with 50 to 500 employees, with the company name, website, headquarters city, employee count and the product they sell". SpecStream reads it back as conditions you can edit, finds every match on the live web and returns one row per company. A company that fails a condition is left out and not billed.

A custom dataset in one request

When the store does not hold what you need, Bright Data sends you to a Custom Dataset (CDS) request, and its datasets page starts at up to $0.0025 a record with a $250 minimum order. Its Dataset Filter API has no $250 minimum and charges for the records that match. On SpecStream the custom dataset is the request itself: you name the conditions and the facts, see the most the run can cost before it starts, and pay 5¢ a row for up to 5 facts, 15¢ for up to 15 and $1 beyond. 500 companies with up to 5 facts each cost $25.

New and changed companies, as often as every hour

Bright Data refreshes the LinkedIn company dataset monthly, delivers it daily, weekly, monthly or on a custom schedule, and its Smart data updates send only New Records or Updated Records. A saved SpecStream request reruns hourly to yearly. Each row comes back labeled changed, unchanged or no longer matching, so a company that drops out of your conditions 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.

Facts past the company page

A LinkedIn company record holds what the page shows: name, locations, followers, employees on LinkedIn, about and specialties. A SpecStream row can carry any fact you name, such as the product a company sells, the tools it runs or the roles it hires for, read from its own site and the other pages that state it and joined into one 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, and a snapshot can be downloaded for 14 days. 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. See every rate on the pricing page.

Other LinkedIn company data sources

SpecStream

The live web data engine. Deep Search returns the companies 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 Company Scraper API

Bright Data's scraper for LinkedIn company pages takes up to 5,000 URLs a call and bills successful records at $1.50 per 1,000, or $499 a month with 384,000 records included. Every new account gets 5,000 free credits a month. You bring the company URLs. SpecStream finds the companies from your description and bills a row only when it meets every condition.

Apify Bulk LinkedIn Company Scraper

An Actor in the Apify Store that scrapes public LinkedIn company pages from a company list or a keyword search, from $1.05 per 1,000 companies. It returns what the pages show on the day it runs. A saved SpecStream request reruns on its own and labels every row changed, unchanged or no longer matching.

Coresignal Company API

A company database API with 72M+ company records, on credit plans from $49 a month for 2,500 credits, where a full company record takes 20 credits. A trial carries 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 companies you need in plain words, in place of the dataset you would order or the company URLs you scrape. Sign up and you get $10 of credit, no card. At 5¢ a row, that is up to 200 companies.

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": "Software companies in Germany with 50 to 500 employees, with the company name, website, headquarters city, employee count and the product they sell", "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 companies you need

Frequently asked questions

Something we didn't answer? Talk to a human

How much does a LinkedIn company dataset cost?
Bright Data sells its LinkedIn company dataset at up to $0.0025 a record, and its first tier is $250 for 100K records. Its LinkedIn Company Scraper API costs $1.50 per 1,000 records, and Coresignal's Company 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.
How many records does Bright Data's LinkedIn company dataset hold?
Bright Data lists 30.4M+ records with 36 data fields, delivered as JSON, NDJSON, JSON Lines, CSV or Parquet. A SpecStream request returns only the companies that meet your conditions, so 500 companies with up to 5 facts each cost $25.
Can I get only new or changed LinkedIn companies?
Yes. Bright Data's Smart data updates send only New Records or Updated Records, on deliveries daily, weekly, monthly or on a custom schedule, 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¢.
Can I buy a custom LinkedIn company dataset?
Yes. Bright Data takes Custom Dataset (CDS) requests for sites its store does not cover, and its datasets page starts at up to $0.0025 a record with a $250 minimum order. On SpecStream any request is a custom dataset: you see the most it can cost before it runs, and each delivered row costs 5¢, 15¢ or $1.
What is the best alternative to a LinkedIn company dataset?
SpecStream. You describe the companies you need in plain words, approve the most the run can cost, and get one row per company 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.
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 company datasetbrightdata.com/products/datasets/linkedin/company, read Nov 12, 2026
  5. Bright Data datasetsbrightdata.com/products/datasets, read Nov 12, 2026
  6. Bright Data datasets pricingbrightdata.com/pricing/datasets, read Nov 12, 2026
  7. Bright Data Dataset Marketplace FAQsdocs.brightdata.com/products/marketplace/faqs, read Nov 12, 2026
  8. Bright Data purchase optionsdocs.brightdata.com/products/marketplace/purchase-options, read Nov 12, 2026
  9. Bright Data marketplace data deliverydocs.brightdata.com/products/marketplace/data-delivery-and-export, read Nov 12, 2026
  10. Bright Data LinkedIn Company Scraper APIbrightdata.com/products/web-scraper/linkedin/company, read Nov 12, 2026
  11. Apify Bulk LinkedIn Company Scraperapify.com/maximedupre/linkedin-company-scraper, read Nov 12, 2026
  12. Coresignal Company APIcoresignal.com/solutions/company-data-api/, read Nov 12, 2026
  13. Coresignal pricingcoresignal.com/pricing/, read Nov 12, 2026