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LinkedIn profiles dataset in 2026

Prices compared, people as rows.

Bright Data sells LinkedIn people profiles, 676.2M records, at up to $0.0025 a record with a $250 minimum, narrowed by one prompt and redelivered on a schedule. Its Scraper API reads profiles at $1.5 per 1,000 records, and Apify's from $3.20.

SpecStream is the live web data engine for teams and agents. Describe the people you need in plain words, by role, company, place or what they did, and get each match as a row at 5¢, 15¢ or $1, plus 5¢ for an email.

Describe the people you need

New accounts get $10 of credit, no card.

LinkedIn profile data sources side by side

SpecStreamBright Data LinkedIn people profilesBright Data LinkedIn Profiles Scraper APIApify LinkedIn Profile Scraper
What you ask forThe people you need in plain words, with the conditions every row must meet: role, company, size, city, start date, or what they built, wrote or shippedA pick from its datasets store, narrowed by filters on the fields it holds or by one prompt: "Describe exactly what you need, and let AI apply the perfect filters in seconds."LinkedIn profile URLs you already have, up to 5,000 in one API callLinkedIn profile URLs, public identifiers or profile IDs you already have
What a row carriesThe fields you name, read from the person's public pages and their company's own site and joined into one record. Source URL and read time on every valueID, name, city, country code, position, about, posts, current company and more: 42 fields in a profile recordProfile ID, name, city and country, current position, current company, about, experience, education, interests, posts, followers and connectionsWork experience, education history, skills and more, with an email search as a second mode
The unit you pay forA delivered row: 5¢, 15¢ or $1 by how much the row needs, plus 5¢ for an email and 15¢ for a phone. Only rows that meet every condition are billedA record, at up to $0.0025, in tiers of 100K, 500K, 1M, 5M and 20M+ records. An order example in its docs prints $0.0006 a recordA record: $1.5 per 1,000 pay as you go, or $499 a month with 384,000 records included and $1.3 per 1,000 moreA profile: from $3.20 per 1,000 profile details, and $10 per 1,000 with the email search
Smallest start$10 of credit on sign-up, no card. 500 people with up to 15 facts and a work email cost $100$250, one time, for 100K records. A record limit picks the records at random5K free records a month, no cardBilled per profile from the first run, with a free try
A custom datasetEvery request is a custom dataset: the conditions and fields you write, at the same row rates, with the most it can cost quoted before it runsThe prompt sets filters on the records it holds, and you pay for the records in the filtered snapshot. A new schema, enriched fields or a source it does not hold is a build by its sales teamPick a pre-built scraper or create your ownThe fields of this Actor, in its two modes
How old the data isRead from the live web during your run, with the read time on every valuePre-collected records from the last days to months. Records outside the time range you set are collected fresh for an additional feeCollected when you call itCollected when you run it
Scheduled deliveryA saved request reruns hourly to yearly, inside the spending limits you setOne time, bi-annual, quarterly, monthly, weekly or daily, with 25% off bi-annual, 50% off quarterly and 80% off monthly plansEach call you make, billed for the records deliveredEach run you start, billed for the profiles returned
Only new or changed peopleEach row comes back labeled changed, unchanged or no longer matching. A changed or new row costs half its rate, an unchanged row 1¢Smart data updates send only New Records or Updated Records, and you pay for those recordsEvery record delivered is billed at the rate aboveEvery profile returned is billed at the rate above
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, XLSX or Parquet files, sent to Amazon S3, Google Cloud Storage, Azure Blob, Snowflake, Google PubSub, SFTP, a webhook or emailJSON, NDJSON or CSV, delivered by API, webhook or cloud storageA dataset you export as CSV, JSON or XLS, or read through the API

Why profile data buyers choose SpecStream

Only the people you need

Bright Data's smallest order of LinkedIn people profiles is 100K records for $250, and a record limit picks them at random. Most teams that buy profiles need a few hundred people who fit: the buyers at their accounts, the candidates for one role, the founders in one market. On SpecStream you write that as the request, for example "heads of data at US fintech companies with 200 to 2,000 employees who started in the role in the last 12 months, with their name, title, start date, city, the company website and a work email". SpecStream reads it back as conditions you can edit, finds every match on the live web and returns one row per person. A person who fails a condition is left out and not billed.

A custom dataset, priced per row

Bright Data's custom dataset tool turns one prompt into filters on the records it already holds, and the filtered snapshot is billed per record, at up to $0.0025. A field it does not hold, or a source it does not collect, goes to its sales team as a custom build. On SpecStream every request is a custom dataset. A condition can be any trait a public page states, such as a talk given this year or a product launched, and each condition on a row shows the page that states it. Rows cost 5¢ for up to 5 facts, 15¢ for up to 15 facts and one set of related records, and $1 for a deep row with no limit.

Schedules that label every change

Bright Data redelivers the dataset one time, bi-annually, quarterly, monthly, weekly or daily, with up to 80% off on monthly plans, 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 buyer who changed jobs shows as changed and a person who left the role shows as no longer matching. A changed or new row costs half its rate (3¢, 8¢ or 50¢), and an unchanged row 1¢. Read how schedules work.

Read live during your run

Bright Data's pre-collected records are from the last days to months. Records outside the time range you set are collected fresh for an additional fee, and its docs say a record that stops matching your filters is removed while the first collection is still charged. SpecStream reads each value from the live web during your run, with its read time. Duplicates, rows you already own and rows a page contradicts are not charged, and a run that finds nothing costs nothing.

In the tool your team uses

Bright Data delivers files to cloud storage, Snowflake, SFTP, a webhook or email. 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. New executives from SEC 8-K filings and layoffs from state WARN notices are at specstream.ai/signals.

Other LinkedIn profile data sources

SpecStream

The live web data engine. Deep Search returns the people you describe as rows at 5¢, 15¢ or $1 a row, plus 5¢ for an email and 15¢ for a phone, 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 Employees business enriched dataset

257.4M records of profile data joined to company data, sold per record from the same $250 minimum. SpecStream joins the person and the company into one row for the people you name, billed per delivered row. Compare it on our Bright Data employee dataset page.

Coresignal

Employee data through APIs and datasets, paid in credits. A full employee record costs 20 credits, plans start at $49 a month, and on the $1,000 Growth plan a credit costs $0.007, so a full record costs 14¢. Its datasets start from $1,000. On SpecStream a row with up to 15 facts costs 15¢, and only rows that meet your conditions are billed.

People Data Labs

Person data APIs paid in credits, starting at $98 a month with as few as 350 credits a month. SpecStream starts with $10 of credit, no card, and bills each delivered row from your balance, with a top-up from $10 that never expires. Compare it on our People Data Labs page.

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 people you need in plain words, in place of the dataset you would order or the profile URLs you would scrape. Sign up and you get $10 of credit, no card. At 20¢ for a person with up to 15 facts and an email, that is 50 people.

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": "Heads of data at US fintech companies with 200 to 2,000 employees who started in the role in the last 12 months, with their name, title, start date, city, the company website and a work email", "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 people you need

Frequently asked questions

Something we didn't answer? Talk to a human

How much does a LinkedIn profiles dataset cost?
Bright Data sells LinkedIn people profiles at up to $0.0025 a record, from $250 one time for 100K records. Its Scraper API costs $1.5 per 1,000 records, Apify's LinkedIn Profile Scraper from $3.20 per 1,000, and Coresignal 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 people profiles dataset hold?
676.2M records, with 42 fields in a profile record such as name, city, position, about, posts and current company. It is delivered as JSON, NDJSON, JSON Lines, CSV, XLSX or Parquet. A SpecStream request returns only the people who meet your conditions, so 500 people with up to 15 facts and an email cost $100.
How does Bright Data's custom dataset builder work, and what does it cost?
One prompt sets filters on the records Bright Data already holds, it shows an estimated record count, and you pay for the records in the filtered snapshot at up to $0.0025 each, from the $250 minimum. On SpecStream every request is a custom dataset at 5¢, 15¢ or $1 a row, with the most it can cost quoted before it runs.
Can I get only new or updated LinkedIn profiles?
Yes. Bright Data's Smart data updates send only New Records or Updated Records on a schedule from one time to daily, with up to 80% off on monthly plans. 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 profiles dataset?
SpecStream. You describe the people you need in plain words, approve the most the run can cost, and get one row per person who 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 datasetsbrightdata.com/products/datasets/linkedin, 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 purchase optionsdocs.brightdata.com/products/marketplace/purchase-options, read Nov 12, 2026
  8. Bright Data LinkedIn Profiles Scraper APIbrightdata.com/products/web-scraper/linkedin/profiles, read Nov 12, 2026
  9. Apify LinkedIn Profile Scraperapify.com/harvestapi/linkedin-profile-scraper, read Nov 12, 2026
  10. Coresignal pricingcoresignal.com/pricing/, read Nov 12, 2026
  11. People Data Labs person pricingpeopledatalabs.com/pricing/person, read Nov 12, 2026