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Indeed jobs dataset in 2026

Prices compared, open roles as rows.

Bright Data sells its Indeed job listings dataset, 50.5M records, at up to $0.0025 a record, with a $250 minimum order. Apify's Indeed Jobs Scraper costs $0.75 to $1.00 per 1,000 jobs, and Coresignal's datasets start at $1,000.

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.

Indeed job data sources side by side

SpecStreamBright Data Indeed jobs datasetApify Indeed Jobs ScraperCoresignal job postings dataset
What you ask forThe roles you track in plain words, with the conditions every row must meet: title, team, city, pay, company size, date postedThe Indeed job listings dataset from its store, a subset with only the data points you need, or filters described in plain EnglishA keyword and a country, with location, date, job type, remote and Indeed Apply filtersFilters on a job postings database built from 15+ web sources
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 valueJob ID, company name, date posted, job title, description, benefits, qualifications, job type and moreEach job with its description, pay, employer details and application URL, where the posting shows themJob postings with new discovery, from 15+ web sources
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 job returned: $1.00 per 1,000 on Apify's free plan, down to $0.75 on higher plansA dataset, from $1,000
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 job from the first run2,000 free API credits for a new user
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, updates daily, weekly, monthly or on a custom basis, and Smart data updates that send only New Records or Updated RecordsYou schedule the scraper yourself and run it againRecords updated daily, weekly or monthly
Refresh priceHalf the row rate for a new or changed row (3¢, 8¢ or 50¢), 1¢ for an unchanged row25% off a biannual plan, up to 80% off a monthly planThe same price per job on every runSet by agreement duration and record count
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 SFTPAn Apify dataset you export or read through the APIJSON or CSV files

Why job data buyers choose SpecStream

The roles you track, not a 100K record file

Bright Data's smallest order for its Indeed job listings dataset is the 100K record tier at $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 a site. On SpecStream you write that as the request, for example "companies in Texas hiring warehouse associates, with the job title, the posting URL, the city, the pay range and the date posted". 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. 300 open roles with up to 5 facts each cost $15.

New and changed roles, as often as every hour

Bright Data refreshes the Indeed dataset monthly, delivers on a schedule you create, 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 filled role shows as no longer matching and does not stay 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 Indeed 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 Indeed Scraper API

Bright Data's scraper for Indeed pages, at $1.50 per 1,000 records pay as you go, 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.

Bright Data Indeed companies dataset

A second Indeed dataset in the same store: 4.2M company records with name, description, website, industry and company size, at the same price per record and the same $250 minimum. On SpecStream the company facts join the role in one row, from the company's own pages.

Apify Indeed Jobs Scraper

A community Actor in the Apify Store that collects public Indeed listings by keyword and country, at $1.00 per 1,000 jobs on the free plan and from $0.75 on higher plans. Fresh roles come from running it again yourself. A saved SpecStream request reruns on its own and labels every row changed, unchanged or no longer matching.

Coresignal job postings dataset

A dataset of 486M+ job postings from 15+ web sources, updated daily, weekly or monthly, starting from $1,000. 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 scraper you run. 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 Texas hiring warehouse associates, with the job title, the posting URL, the city, the pay range and the date posted, posted in the last 7 days", "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 an Indeed jobs dataset cost?
Bright Data sells its Indeed job listings dataset at up to $0.0025 a record, with a $250 minimum order for the 100K record tier. Apify's Indeed Jobs Scraper costs $0.75 to $1.00 per 1,000 jobs, and Coresignal's datasets start at $1,000. 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 Indeed job postings?
Yes. Bright Data's Smart data updates send only New Records or Updated Records on a delivery schedule you create, 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¢.
How many records does Bright Data's Indeed dataset hold?
Bright Data lists 50.5M records for its Indeed job listings dataset and 4.2M for Indeed companies, 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.
How much does a Bright Data refresh plan save?
25% on a biannual plan, 50% on a quarterly plan and 80% on a monthly plan. A SpecStream rerun costs half the row rate for a new or changed row and 1¢ for an unchanged row, as often as every hour.
What is the best alternative to an Indeed 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.
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 Indeed datasetsbrightdata.com/products/datasets/indeed, read Nov 12, 2026
  5. Bright Data datasets pricingbrightdata.com/pricing/datasets, read Nov 12, 2026
  6. Bright Data Indeed Scraper APIbrightdata.com/products/web-scraper/indeed, read Nov 12, 2026
  7. Apify Indeed Jobs Scraperapify.com/datascraperes/indeed-jobs-scraper, read Nov 12, 2026
  8. Coresignal jobs datacoresignal.com/lp/jobs-data-api/, read Nov 12, 2026