Skip to the page

Bright Data companies dataset alternative in 2026, priced per row

Bright Data's Companies information enriched dataset holds 30.4M records at up to $0.0025 a record, with a $250 minimum. A custom dataset means building a scraper in Scraper Studio at $1.5 per 1,000 page loads.

SpecStream is the live web data engine for teams and agents. Describe the companies you need and the facts on each, and get one row per match from the live web, at 5¢, 15¢ or $1 a row, rerun as often as every hour.

New accounts get $10 of credit, no card.

SpecStream and the Bright Data companies dataset side by side

SpecStreamBright Data
What you sendThe companies you want in plain words, with the conditions every row must meet and the facts to bring backA pick from 30 company datasets, narrowed by filters on the fields each one holds. A record limit then picks records at random
What you get backStructured rows, one record per company, with facts from many sites joined. Source URL and read time on every valueA snapshot file of company records drawn from LinkedIn company pages: URL, ID, name, country code, locations, followers, employees on LinkedIn, about and more
How old the data isRead from the live web during your run, with the read time on every valueRefreshed monthly. Pre-collected records date from a few days to a couple of months back, and records collected fresh outside your time range cost an additional fee
The unit you pay forA delivered row: 5¢ with up to 5 facts, 15¢ with up to 15 facts and one set of related records, $1 for a deep row. Email +5¢, phone +15¢A record, at up to $0.0025 in a one time order, in tiers of 100K, 500K, 1M, 5M and 20M records
The smallest order$10 of credit on sign up, no card. 200 companies with 15 facts each cost $30$250 for 100K records
A free sample$10 of credit on sign up, no card: up to 200 companies at 5¢ a row, each one meeting the conditions you wroteBusiness Information Datasets, a free listing on AWS Data Exchange: 1,000 rows of company profiles as an S3 object, from a dataset of over 100M records. For more records you contact Bright Data
A custom datasetEvery request is a custom dataset across the whole web, priced at the same row rates and quoted before it runs. No scraper to buildScraper Studio turns a prompt into a scraper for one website, at $1.5 per 1,000 page loads, or $499 a month with 383K page loads included. Each new page or scroll is billed as another result
Scheduled deliveryA saved request reruns hourly to yearly, inside the spending limits you setCustom schedules deliver updates daily, weekly, monthly or on a custom basis. Subscriptions save 25% biannual, 50% quarterly and 80% monthly, with a minimum monthly commitment
Only what changedEach 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 deliver only New Records or Updated Records, and you pay for those records. A record that stops matching your filters is removed, and its first scrape is still charged
A list you already haveImport a CSV, Excel file, Google Sheet or Airtable base of up to 20,000 rows. SpecStream fills in or checks each row and matches it to one identity, with any namesakes shown alongside their evidenceFilter the dataset by geography, category, date range or other criteria, and see an estimated record count before checkout
Where the data goesGoogle Sheets, Excel, Airtable, Notion, HubSpot, Salesforce, Pipedrive, Attio, Slack, Teams, Zapier, Make, n8n and signed webhooksJSON, NDJSON, JSON Lines, CSV or Parquet files, sent to Snowflake, Amazon S3, Google Cloud, Azure or SFTP
MCP and APIMCP server, REST API, Python and TypeScript SDKs, a CLI and A2A. An agent can buy one request with no account, by card or in USDCA snapshot download API, with code samples in Python, Node.js, cURL, PHP, Go, Java and Ruby

Why Bright Data companies dataset buyers move to SpecStream

Other Bright Data companies dataset alternatives

How SpecStream scores

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

How to switch from the Bright Data companies dataset

Write the companies you want in plain words, in place of the dataset filters you would set. Sign up and you get $10 of credit, no card. At 15¢ a row, that is 66 companies with up to 15 facts each.

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": "US B2B software companies with 50 to 500 employees that raised funding in the last 12 months, with website, headcount, last round and its date", "count": 25}'

Approve that maximum by card through Stripe's Link agent wallet, or in USDC, 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. To keep the rows up to date, save the request and choose how often it reruns.

Comparing all of Bright Data's products? See Bright Data alternatives.

Frequently asked questions

Something we didn't answer? Talk to a human

How much does the Bright Data companies dataset cost?
Up to $0.0025 a record, from $250 for 100K records in a one time order. Biannual, quarterly and monthly subscriptions save 25%, 50% and 80%, and tiers run from 100K to 20M records.
Is there a free sample of Bright Data's company data?
Yes. Bright Data's Business Information Datasets listing on AWS Data Exchange is free and holds 1,000 rows of company profiles. You accept the vendor's terms when you subscribe, and more records mean contacting Bright Data. SpecStream's $10 of credit on sign up returns up to 200 companies that fit your own conditions.
How much does a custom company dataset cost at Bright Data?
$1.5 per 1,000 page loads in Scraper Studio, or $499 a month with 383K page loads included, and you build the scraper for each website from a prompt. On SpecStream a custom dataset costs 5¢, 15¢ or $1 a delivered row, quoted before it runs.
Can I get only new or changed company records?
Yes, at half the row rate on SpecStream. A saved request reruns hourly to yearly, labels each row changed, unchanged or no longer matching, and charges 1¢ for an unchanged row. Bright Data's smart data updates send only New Records or Updated Records, on schedules from daily to custom.
What is the best alternative to the Bright Data companies dataset?
SpecStream, at 5¢, 15¢ or $1 a delivered row, with $10 of credit to start. You describe the companies in plain words, approve the most the run can cost, and get rows read from the live web with the source URL and read time on every value.
Is there company data with no $250 minimum?
Yes. SpecStream starts with $10 of credit, no card. After that the smallest purchase is a $10 top up that never expires, and each run bills only its delivered rows.
Does SpecStream have an MCP server?
Yes, at https://api.specstream.ai/mcp over Streamable HTTP, with OAuth or an API key. Connecting an agent is free on every plan, and it spends from the same balance as your team, inside the limits you set on its key.

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 Form D filingsspecstream.ai/data/form-d, read Nov 12, 2026
  4. Bright Data company datasetsbrightdata.com/products/datasets/companies, read Nov 12, 2026
  5. AWS Marketplace, Business Information Datasets by Bright Dataaws.amazon.com/marketplace/pp/prodview-gnq5q4vfugh4c, read Nov 12, 2026
  6. Bright Data EULA linked from the AWS listingd7umqicpi7263.cloudfront.net/eula/slK904JkkKlPCY4pY7CfGXLQMFrKBnDJAgNQKt_yXMI, read Nov 12, 2026
  7. Bright Data datasetsbrightdata.com/products/datasets, read Nov 12, 2026
  8. Bright Data dataset pricingbrightdata.com/pricing/datasets, read Nov 12, 2026
  9. Bright Data Scraper Studio pricingbrightdata.com/pricing/web-scraper/studio, read Nov 12, 2026
  10. Bright Data purchase optionsdocs.brightdata.com/products/marketplace/purchase-options, read Nov 12, 2026
  11. Coresignal pricingcoresignal.com/pricing/, read Nov 12, 2026
  12. People Data Labs company pricingpeopledatalabs.com/pricing/company, read Nov 12, 2026
  13. CompanyEnrich pricingcompanyenrich.com/pricing, read Nov 12, 2026
  14. Crunchbase Proabout.crunchbase.com/products/crunchbase-pro/, read Nov 12, 2026
  15. Vendr, Crunchbase pricingvendr.com/marketplace/crunchbase, read Nov 12, 2026