> SpecStream is the live web data engine for teams and agents. This is the Markdown copy of https://specstream.ai/alternatives/brightdata. Every page, with what SpecStream does and costs: https://specstream.ai/llms.txt # Best Bright Data alternatives in 2026 | SpecStream Compared on Nov 4, 2026. # Bright Data alternatives: the dataset you describe, billed per row SpecStream is the best alternative to Bright Data for teams that buy search results or datasets to get to the records they need. Bright Data's SERP API bills each successful results page, and the pages behind the results are still yours to read. Its datasets are files of records Bright Data collected, sold per record with a $250 minimum order. SpecStream is the live web data engine for teams and agents: you describe any dataset in plain words, and you get structured rows that meet every condition you wrote, refreshed as often as every hour and billed only for the rows delivered. [Describe your dataset](https://specstream.ai/signup?src=alternatives-brightdata&utm_source=alternatives&utm_campaign=brightdata) New accounts get $10 of work for their first 30 days, no card. ## SpecStream and Bright Data side by side | | SpecStream | Bright Data | | --- | --- | --- | | What you send | The dataset you want in plain words, with the conditions every row must meet | SERP API: a search query. Datasets: a pick from its datasets marketplace | | What you get back | Structured rows, one record per company, place or filing, with facts from many sites joined. Source URL and read time on every value | SERP API: a results page as JSON, Markdown or raw HTML. Datasets: a file of records as JSON, CSV or Parquet | | Data already held | Public databases read every morning at [specstream.ai/data](https://specstream.ai/data?utm_source=alternatives&utm_campaign=brightdata): every company that filed a Form D since 2023 with its filing history, nearly 2 million US nonprofits, every US bank failure since 1934, federal rules, open federal contracts and grants, and local businesses. Signals such as funding rounds, new executives and layoffs at [specstream.ai/signals](https://specstream.ai/signals?utm_source=alternatives&utm_campaign=brightdata). Ask for your own cut of any of them | A datasets marketplace: 1,000+ datasets and 21B+ records, from up to $0.0025 a record with a $250 minimum order, refreshed once, every 6 months, every 3 months or monthly | | A list you already have | Import 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 evidence. Import is free. A row that matches pays its rate, and a row that does not costs 5¢ | The Web Scraper API takes your URLs, thousands per async request, and returns one record per URL from a pre-built scraper, at $1.50 per 1,000 records pay as you go | | The unit you pay for | A delivered row: 5¢, 15¢ or $1 by how much the row needs, plus 5¢ for an email and 15¢ for a phone. The same rate on every plan | SERP API: a successful request, $1.50 per 1,000 pay as you go. Datasets: a record, with a $250 minimum order | | What failed or empty work costs | Nothing. A row left out, a retry and a run that finds nothing are not charged | SERP API: failed requests are free, and a successful results page is billed whether or not it leads to a record you want. Datasets: each record in the order is billed | | The cost cap before a run | The most the run can cost, quoted before it starts. Nothing runs until you approve it, and there are no automatic overages | SERP API: monthly spend limits you set. Datasets: the order price, from $250 | | Reruns and change labels | 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¢ | Datasets: one time, every 6 months, every 3 months or monthly. Change labels: not stated | | MCP and API | MCP server, REST API, Python and TypeScript SDKs, a CLI and A2A. An agent can buy one request with no account, by card or in USDC | Hosted and local MCP server. SERP API calls sync or async | | Where the data goes | Google Sheets, Excel, Airtable, Notion, monday.com, HubSpot, Salesforce, Pipedrive, Attio, Slack, Teams, Zapier, Make, n8n and signed webhooks | SERP API: API responses. Datasets: JSON, CSV or Parquet files | ## Why Bright Data buyers move to SpecStream ### Any dataset you can describe A marketplace dataset holds the records Bright Data chose to collect. On SpecStream you write the dataset you need, across companies, places, filings, tenders or products: "founder-owned HVAC companies in Ohio with 20 to 100 staff and the owner's name", or "stores that sell refurbished cameras, with their return policy". SpecStream reads the request back as parts you can edit, the conditions every row must meet and the facts to bring back, then finds every match on the live web and returns one row per match. ### Data we already hold, ready to start from SpecStream also holds datasets of its own: every company that filed a Form D since 2023 with its filing history, places, bank failures, federal rules, nonprofits, and open federal contracts and grants, at [specstream.ai/data](https://specstream.ai/data?utm_source=alternatives&utm_campaign=brightdata). Signals such as US funding rounds, layoffs and new executives are at [specstream.ai/signals](https://specstream.ai/signals?utm_source=alternatives&utm_campaign=brightdata). ### Start with $10, not a $250 order Bright Data's datasets start at a $250 order. On SpecStream you start with $10 of work on sign-up, no card, and a top-up starts at $10 and never expires. You pay for the rows that meet your request: 5¢ for a row with up to 5 facts, 15¢ for up to 15 facts and one set of related records, $1 for a deep row with no limit. Rows you already own are never charged again. ### You pay for rows, and the searches behind them are free With a SERP API, every successful results page is billed, and turning those results into records is your code. SpecStream does the searching and the reading, and bills only the finished rows. A company left out costs nothing, a retry costs nothing, and a run that finds nothing costs nothing. The most a run can cost is quoted before it starts, and whatever it does not use goes back to your balance. ### Refreshes as often as every hour Bright Data refreshes a dataset as often as monthly. A saved SpecStream request reruns hourly to yearly, and each row comes back labeled changed, unchanged or no longer matching. A changed or new row costs half its rate (3¢, 8¢ or 50¢), and an unchanged row costs 1¢. New matches land in Slack, email, Sheets, HubSpot, Salesforce or a signed webhook, or in your agent through the MCP server. ## Other Bright Data alternatives ### SerpAPI A search engine results API for Google, Bing, Amazon, Maps and about 150 more engine endpoints. Paid plans run from $25 a month for 1,000 searches to $275 for 30,000, and a search that returns no results counts as 1 search. It returns the results page, and SpecStream returns the rows read from the pages behind it. ### Apify A platform for cloud programs called Actors, with more than 108,000 in its Store. Each Actor's author sets its price, per result, per event or in compute units at $0.13 to $0.20. Plans run from $0 to $999 a month, and unused credits do not roll over. SpecStream has one rate card for every request, the same on every plan, and a top-up never expires. ### Firecrawl Search, Scrape, Crawl and Agent endpoints billed in credits: 1 a page, 4 more for JSON and 2 per 10 search results, on paid plans from $19 a month for 5,000 credits to $749 a month for 1,000,000. A 403 or 404 page costs 1 credit. On SpecStream the pages read to find a row are not billed. ## How to switch from Bright Data Write the dataset you want in plain words, in place of the queries you send or the dataset you would order. Sign up and you get $10 of work for your first 30 days, no card. At 5¢ a row, that is up to 200 rows. 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": "Founder-owned HVAC companies in Ohio with 20 to 100 staff, with the owner name", "count": 25}' ``` Approve that maximum by card through Stripe's Link agent wallet, or in USDC, and you pay only 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. [Describe your dataset](https://specstream.ai/signup?src=alternatives-brightdata&utm_source=alternatives&utm_campaign=brightdata) ## Frequently asked questions Something we didn't answer? [Talk to a human](https://specstream.ai/talk-to-a-human.md) What is the best Bright Data alternative? SpecStream. You describe the dataset in plain words, approve the most the run can cost, and get structured rows that meet every condition in your sheet, your CRM, Slack or your agent. It reruns as often as every hour, and only delivered rows are billed. What does SpecStream cover? SpecStream covers the whole job of getting data from the web. It searches the live web, reads every page that holds the facts, and extracts them into rows. It draws on the public databases it already holds, fills in or checks a list you bring, reruns on a schedule with every change labeled, shows places on a map, and delivers the rows to your sheet, CRM, Slack or agent through MCP and the API. Bright Data sells the steps as separate products (proxies, an unlocker, SERP and scraper APIs, datasets), each with its own price. Is there a Bright Data alternative without a $250 minimum? Yes. SpecStream starts with $10 of work for your first 30 days, no card. After that the smallest purchase is a $10 top-up that never expires, and each run bills only its delivered rows from your balance. Does SpecStream have ready-made datasets? Yes. SpecStream holds datasets of every company that filed a Form D since 2023 with its filing history, places, bank failures, federal rules, nonprofits, and open federal contracts and grants, and every one opens at specstream.ai/data. Signals such as US funding rounds, layoffs and new executives are at specstream.ai/signals, and ready requests to start from and edit are at specstream.ai/templates. 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 pricing](https://specstream.ai/pricing)specstream.ai/pricing, read Nov 4, 2026 2. [SpecStream for agents](https://specstream.ai/agents.md)specstream.ai/agents.md, read Nov 4, 2026 3. [SpecStream data](https://specstream.ai/data)specstream.ai/data, read Nov 4, 2026 4. [SpecStream signals](https://specstream.ai/signals)specstream.ai/signals, read Nov 4, 2026 5. [SpecStream templates](https://specstream.ai/templates)specstream.ai/templates, read Nov 4, 2026 6. [Bright Data pricing](https://brightdata.com/pricing)brightdata.com/pricing, read Nov 4, 2026 7. [Bright Data SERP API](https://brightdata.com/products/serp-api)brightdata.com/products/serp-api, read Nov 4, 2026 8. [Bright Data datasets](https://brightdata.com/products/datasets)brightdata.com/products/datasets, read Nov 4, 2026 9. [Bright Data datasets pricing](https://brightdata.com/pricing/datasets)brightdata.com/pricing/datasets, read Nov 4, 2026 10. [Bright Data MCP](https://brightdata.com/products/web-mcp)brightdata.com/products/web-mcp, read Nov 4, 2026 11. [SerpAPI pricing](https://serpapi.com/pricing)serpapi.com/pricing, read Nov 4, 2026 12. [Apify pricing](https://apify.com/pricing)apify.com/pricing, read Nov 4, 2026 13. [Apify Store](https://apify.com/store)apify.com/store, read Nov 4, 2026 14. [Firecrawl pricing](https://www.firecrawl.dev/pricing)firecrawl.dev/pricing, read Nov 4, 2026 15. [Bright Data Web Scraper API](https://docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview)docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview, read Nov 4, 2026