> SpecStream is the live web data engine for teams and agents. This is the Markdown copy of https://specstream.ai/vs/brightdata. Every page, with what SpecStream does and costs: https://specstream.ai/llms.txt

# SpecStream vs Bright Data (2026): the live web data engine

Checked Nov 4, 2026

# SpecStream vs Bright Data

One plain-words request to SpecStream returns finished records that meet every condition you wrote, searched, read, joined across sites and delivered to your sheet, CRM or agent. You pay only for the rows delivered, starting from $10 of work on sign-up.

[Describe your dataset](https://specstream.ai/workspace/signup?returnTo=%2Fworkspace%2Fask%3Fq%3DEvery%2520US%2520technology%2520company%2520that%2520filed%2520a%2520Form%2520D%2520in%2520the%2520last%252030%2520days%252C%2520with%2520its%2520city%252C%2520state%252C%2520industry%252C%2520the%2520amount%2520sold%252C%2520the%2520offering%2520size%252C%2520the%2520number%2520of%2520investors%252C%2520the%2520date%2520of%2520first%2520sale%252C%2520the%2520people%2520the%2520filing%2520names%2520and%2520their%2520roles%252C%2520and%2520the%2520filing&utm_source=compare&utm_campaign=brightdata-alternatives)[Pricing](https://specstream.ai/pricing?utm_source=compare&utm_campaign=brightdata-alternatives)

|  | SpecStream | Bright Data |
| --- | --- | --- |
| Web search | Searches the live web for every match | SERP API, $1.50 per 1,000 requests pay as you go[B2](https://brightdata.com/products/serp-api) |
| Scrape and crawl | Reads each page, PDF or scan needed | Unlocker, Crawl and Browser APIs, each priced on its own[B1](https://brightdata.com/pricing) |
| Extract structured fields | Typed rows with the fields you name | Pre-built scrapers return a JSON or CSV record per URL[B3](https://brightdata.com/pricing/web-scraper)[B4](https://docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview) |
| Datasets we already hold | Form D, grants, contracts, rules, nonprofits, places[S2](https://specstream.ai/data?utm_source=compare&utm_campaign=brightdata-alternatives) | A datasets marketplace from a $250 order; Business Search in beta[B5](https://brightdata.com/products/datasets)[B7](https://brightdata.com/products/business-search-api) |
| Enrich a list you have | Fills the missing facts in your list | Scrapers take your URLs, thousands per async request[B4](https://docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview) |
| Monitor and rerun on a schedule | Hourly to yearly, each row change labeled | Datasets refresh as often as monthly; scraper jobs can be scheduled[B5](https://brightdata.com/products/datasets)[B4](https://docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview) |
| Map and area filters | Results on a map, filtered by area | Not stated. |
| Deliver to your tools | Sheets, CRMs, Slack, Teams, n8n, Zapier, webhooks | API, webhooks and cloud storage such as S3 and Snowflake[B4](https://docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview) |
| Agents and MCP | MCP, A2A, REST API, SDKs, pay per request | Hosted and local MCP server[B6](https://brightdata.com/ai/mcp-server)[B8](https://docs.brightdata.com/llms.txt) |
| Price per result | 5¢, 15¢ or $1 per matching row[S1](https://specstream.ai/pricing?utm_source=compare&utm_campaign=brightdata-alternatives) | Per record, one extracted item such as one profile, $1.50 per 1,000[B3](https://brightdata.com/pricing/web-scraper) |
| Quote before the run | Maximum shown and approved before anything runs | Monthly spend limits you set[B2](https://brightdata.com/products/serp-api)[B3](https://brightdata.com/pricing/web-scraper) |
| Source URL on each value | Source URL and read time on every value | Each scraper record comes from the URL you sent[B4](https://docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview) |

## Where SpecStream does more

### One request for the whole job

Bright Data sells the steps as separate products: proxies, the Unlocker, SERP and Crawl APIs, scraper APIs and datasets, each with its own price[B1](https://brightdata.com/pricing). One SpecStream request searches the live web, reads each page, PDF or scan, extracts the facts you named, joins them into one record per match and delivers the rows to Sheets, your CRM, Slack, n8n or Zapier.

### A row is a whole record

A Bright Data record is one extracted item, such as one LinkedIn profile, at $1.50 per 1,000 pay as you go[B3](https://brightdata.com/pricing/web-scraper). A SpecStream row joins the facts from every site into one record that meets every condition you wrote, at 5¢, 15¢ or $1. A row that fails a condition is not delivered and not billed, and a run that finds nothing costs nothing[S1](https://specstream.ai/pricing?utm_source=compare&utm_campaign=brightdata-alternatives).

### Start from $10 of work

Bright Data's datasets start at a $250 minimum order[B5](https://brightdata.com/products/datasets). On SpecStream you start with $10 of work on sign-up for your first 30 days, no card, and after that a top-up starts at $10 and never expires. The most each run can cost is shown before it starts, and rows you already own are never charged again.

### Read for your request, rechecked on your schedule

A marketplace dataset holds the records Bright Data chose to collect, refreshed one time, every 6 months, every 3 months or monthly[B5](https://brightdata.com/products/datasets), and its Business Search index of more than 700 million people and companies is refreshed within 30 days[B7](https://brightdata.com/products/business-search-api). SpecStream reads the live web for each request. A saved request reruns hourly to yearly, labels each row changed, unchanged or no longer matching, and charges half the rate for a changed row and 1¢ for an unchanged one[S1](https://specstream.ai/pricing?utm_source=compare&utm_campaign=brightdata-alternatives).

### Data already built

SpecStream already holds 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, with signals for US funding rounds, layoffs and new executives[S2](https://specstream.ai/data?utm_source=compare&utm_campaign=brightdata-alternatives)[S3](https://specstream.ai/signals?utm_source=compare&utm_campaign=brightdata-alternatives). Ask for your own cut of any of them, with the conditions every row must meet.

One row from our Form D data: a company and a person its filing names, each value with the filing it was read from and when.[Open the page](https://specstream.ai/data/form-d/company/commure-inc-1717731?utm_source=compare&utm_campaign=brightdata-alternatives)

Company

Commure, Inc.[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

Location

Mountain View, CA[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

Industry

Other Technology[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

Filing

Form D new notice filed Oct 27, 2026[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

Amount sold

$70,089,315[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

Offering size

$70,089,315[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

Investors

11[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

First sale

Apr 30, 2026[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

Person named

Tanay Tandon, Executive Officer, Director, Promoter[sec.gov](https://www.sec.gov/Archives/edgar/data/1717731/000171773126000004/0001717731-26-000004-index.htm)Read Oct 28, 2026, 07:30 UTC

## Pricing side by side

|  | SpecStream | Bright Data |
| --- | --- | --- |
| How it bills | Each matching row: 5¢, 15¢ or $1, plus 5¢ for an email and 15¢ for a phone[S1](https://specstream.ai/pricing?utm_source=compare&utm_campaign=brightdata-alternatives) | Per product: SERP API $1.50 per 1,000 requests, scrapers $1.50 per 1,000 records, datasets from $250 per 100,000 records[B1](https://brightdata.com/pricing)[B2](https://brightdata.com/products/serp-api)[B3](https://brightdata.com/pricing/web-scraper) |
| Plans | $19, $99 or $499 a month, the whole price turned into work; no seats[S1](https://specstream.ai/pricing?utm_source=compare&utm_campaign=brightdata-alternatives) | Pay as you go, or Scale at $499 a month for 380,000 SERP requests or 384,000 scraper records[B2](https://brightdata.com/products/serp-api)[B3](https://brightdata.com/pricing/web-scraper) |
| Free start | $10 of work on sign-up for your first 30 days, no card | 5,000 SERP requests or scraper records a month, no card[B2](https://brightdata.com/products/serp-api)[B3](https://brightdata.com/pricing/web-scraper) |
| A typical job | 100 matching rows at 5¢ each: $5 | The smallest dataset order: $250[B5](https://brightdata.com/products/datasets) |
| Not charged | A run that finds nothing, rows left out, rows you already own, and reading or pricing a request | Failed requests and failed deliveries[B2](https://brightdata.com/products/serp-api)[B3](https://brightdata.com/pricing/web-scraper) |

## Switch from Bright Data

1.  Write the dataset you want in plain words, in place of the queries, URLs or dataset you would order, with the conditions every row must meet.
2.  Read how SpecStream reads the request back, and edit any condition or fact.
3.  Approve the most the run can cost. Nothing runs before you do.
4.  Send the rows to your sheet, CRM, Slack or agent, and save the request to rerun it on your schedule.

```
claude mcp add --transport http specstream https://api.specstream.ai/mcp
```

## How we checked

We read every Bright Data figure on Bright Data's own pages on Nov 4, 2026, and each marker links to its page. Where those pages say nothing, the cell reads "Not stated". Our own figures come from [specstream.ai/pricing](https://specstream.ai/pricing?utm_source=compare&utm_campaign=brightdata-alternatives).

### Changes

-   Nov 4, 2026: every figure read on Bright Data's own pages that day.

Tarek Etman, Founder & CEO, SpecStream

### Sources, each checked Nov 4, 2026

1.  S1[specstream.ai/pricing](https://specstream.ai/pricing?utm_source=compare&utm_campaign=brightdata-alternatives)
2.  S2[specstream.ai/data](https://specstream.ai/data?utm_source=compare&utm_campaign=brightdata-alternatives)
3.  S3[specstream.ai/signals](https://specstream.ai/signals?utm_source=compare&utm_campaign=brightdata-alternatives)
4.  B1[brightdata.com/pricing](https://brightdata.com/pricing)
5.  B2[brightdata.com/products/serp-api](https://brightdata.com/products/serp-api)
6.  B3[brightdata.com/pricing/web-scraper](https://brightdata.com/pricing/web-scraper)
7.  B4[docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview](https://docs.brightdata.com/scraping-automation/web-data-apis/web-scraper-api/overview)
8.  B5[brightdata.com/products/datasets](https://brightdata.com/products/datasets)
9.  B6[brightdata.com/ai/mcp-server](https://brightdata.com/ai/mcp-server)
10.  B7[brightdata.com/products/business-search-api](https://brightdata.com/products/business-search-api)
11.  B8[docs.brightdata.com/llms.txt](https://docs.brightdata.com/llms.txt)

## 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 with every condition, approve the most the run can cost, and get structured records that meet all of them in your sheet, your CRM, Slack or your agent. It enriches your own lists, reruns as often as every hour, and bills only delivered rows.

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. Bright Data's datasets start at a $250 order[B5](https://brightdata.com/products/datasets).

Is SpecStream cheaper than Bright Data per record?

Compare what a record holds. A Bright Data record is one extracted item, such as one LinkedIn profile, at $1.50 per 1,000[B3](https://brightdata.com/pricing/web-scraper), and joining records from many sites and checking them against your conditions is work you do after. A SpecStream row is the finished record: facts from every site joined, every condition met, at 5¢, 15¢ or $1, and the searches and pages behind it are not billed.

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](https://specstream.ai/data?utm_source=compare&utm_campaign=brightdata-alternatives). Signals such as US funding rounds, layoffs and new executives are at [specstream.ai/signals](https://specstream.ai/signals?utm_source=compare&utm_campaign=brightdata-alternatives), and ready requests to start from and edit are at [specstream.ai/templates](https://specstream.ai/templates?utm_source=compare&utm_campaign=brightdata-alternatives).

Which Bright Data alternatives have an MCP server?

Bright Data runs a hosted and a local MCP server[B6](https://brightdata.com/ai/mcp-server)[B8](https://docs.brightdata.com/llms.txt). SpecStream's is at `api.specstream.ai/mcp`, with OAuth or an API key, alongside A2A, the REST API, SDKs and a CLI. Through it an agent sends the data it needs in plain words, sees the most the run can cost, and reads rows that meet every condition under the maximum you approved.

Can the data stay up to date?

Yes. A saved SpecStream request reruns hourly to yearly, with each row labeled changed, unchanged or no longer matching; a changed or new row costs half its rate and an unchanged row 1¢. Bright Data refreshes a dataset as often as monthly[B5](https://brightdata.com/products/datasets).

## Describe the dataset you need

Write the request today and see how SpecStream reads it and the most it can cost, before anything runs. New accounts get $10 of work on sign-up for your first 30 days, no card: at 5¢ a row, that is up to 200 rows that meet every condition you wrote, in the tool where your team works.

[Sign up](https://specstream.ai/workspace/signup?returnTo=%2Fworkspace%2Fask%3Fq%3DEvery%2520US%2520technology%2520company%2520that%2520filed%2520a%2520Form%2520D%2520in%2520the%2520last%252030%2520days%252C%2520with%2520its%2520city%252C%2520state%252C%2520industry%252C%2520the%2520amount%2520sold%252C%2520the%2520offering%2520size%252C%2520the%2520number%2520of%2520investors%252C%2520the%2520date%2520of%2520first%2520sale%252C%2520the%2520people%2520the%2520filing%2520names%2520and%2520their%2520roles%252C%2520and%2520the%2520filing&utm_source=compare&utm_campaign=brightdata-alternatives)[Talk to a human](https://specstream.ai/talk-to-a-human.md)