Best web scraping tools 2026
13 compared by price per page.
The 2026 lists sort scraping tools into APIs, open source libraries and no code apps, mostly without prices. Here each tool has its own: Zyte from $0.13 per 1,000 plain pages, ZenRows $19 for 45,000 credits, Browse AI $48 a month, Scrapy free.
SpecStream is the live web data engine for teams and agents. It reads any page for $0.80 per 1,000, scores 0.908 F1 on WCXB, and turns a request in plain words into structured rows at 5¢, 15¢ or $1 a row.
New accounts get $10 of credit, no card. It covers 12,500 pages.
Web scraping tools in 2026 by kind, read on Nov 12, 2026
| SpecStream | Scraping APIs | Open source libraries | No code apps | |
|---|---|---|---|---|
| What you send | Up to 20 URLs a call, or the records you want described in plain words | A URL with options, such as JavaScript rendering and premium proxies (ZenRows, ScraperAPI, ScrapingBee) | Code you write for each site: a Scrapy spider, a Playwright script | A task you set up in the app for each site (Octoparse, Browse AI) |
| What comes back | The main text as Markdown or plain text, with title, dates and emails. Or rows with the source URL and read time on every value | The page's HTML, or Markdown and plain text on ZenRows and ScraperAPI | What your own code parses | Rows from the pages you set up. A Browse AI credit extracts 10 rows from a page |
| Price | $0.80 per 1,000 pages for any page. Rows at 5¢, 15¢ or $1 | Zyte $0.13 to $1.27 per 1,000 plain, $1.01 to $16.08 rendered. ScrapingBee $19 for 75,000 credits, ZenRows $19 for 45,000, ScraperAPI $49 for 100,000, Firecrawl $19 for 5,000 pages | Free code: Scrapy under BSD 3 Clause, Playwright and Crawlee under Apache 2.0. The servers and proxies are yours | Octoparse from $69 a month billed annually. Browse AI $19 a month billed annually, $48 month to month |
| Pages that block | Same price. A refused page is tried as a browser would ask, in a real browser, from the site's feed, then from its newest archive capture | Credits multiply: 25 for a protected ZenRows page, 75 for ScrapingBee's stealth proxy | Your proxies and your browser settings | Octoparse sells CAPTCHA solving at $1 to $1.50 per thousand |
| Free to start | $10 of credit, no card: 12,500 pages. It never expires | ZenRows 5,000 credits a month, Firecrawl 1,000 pages a month | Free under their licenses | Octoparse has a free forever plan, no card |
| Records, not pages | Deep Search: describe the records, see the most the run can cost, get rows that meet every condition | Extraction costs extra: Zyte's automatic extraction adds $0.27 to $1.07 per 1,000 per data type | Parsing code you write and keep up | Rows from the sites you set up, task by task |
Why SpecStream leads the 2026 list
One request, pages or rows
The other tools on this list end at a page, and your code turns pages into records. SpecStream does both. The Extract API returns the main text of up to 20 pages a call. Deep Search takes the records you describe in plain words, shows the most the run can cost before it starts, and delivers rows that meet every condition at 5¢, 15¢ or $1 a row. A saved request reruns hourly to yearly, each row labeled changed, unchanged or no longer matching.
One price for every page
A scraping API's credit price moves with the page: on ZenRows a rendered request takes 5 credits and a protected one 25, and ScrapingBee's stealth proxy takes 75. SpecStream charges $0.80 per 1,000 for any page, and a page with no text, a 404 or a blocked page costs nothing.
A test you can run
The lists that rank these tools rarely show a test. SpecStream's Extract API scores 0.908 F1 on WCXB, on the benchmarks page, and the search API on the same key scores 97.9 F-score on all 1,000 SimpleQA Verified questions. Run the call below on your own URLs with the $10 of credit: each result shows its status, where it was read from and its length, and the reply shows what it cost.
Keep the tool you use
ScraperAPI, ScrapingBee, ZenRows, Scrapfly, Scrape.do, ScrapingAnt, Firecrawl and Crawl4AI calls answer at their own paths on https://api.specstream.ai, in each API's own form. Agents connect over MCP at https://api.specstream.ai/mcp with read_pages and search_web. See the migration guides.
The best web scraping tools in 2026
1. SpecStream
The live web data engine for teams and agents. Pages at $0.80 per 1,000 for any page, search from $1 per 1,000, structured rows at 5¢, 15¢ or $1 a row, and 0.908 F1 on WCXB. $10 of credit with no card.
2. Zyte API
Pay as you go by the site's tier: $0.13 to $1.27 per 1,000 plain responses, $1.01 to $16.08 rendered. Automatic extraction adds $0.27 to $1.07 per 1,000 per data type. SpecStream has one price for every site, and Deep Search returns the records themselves as rows.
3. ZenRows
5,000 free credits a month, then $19 for 45,000. A rendered request takes 5 credits and a protected one 25. SpecStream reads any page for $0.80 per 1,000 and answers ZenRows' own call at /zenrows/v1/.
4. ScrapingBee
Hobby is $19 a month for 75,000 credits. Rendering is the default at 5 credits, the stealth proxy costs 75, and credits are valid for one month. SpecStream answers ScrapingBee's call at /scrapingbee/api/v1/, and its credit never expires.
5. ScraperAPI
Hobby is $49 a month for 100,000 credits. render=true costs 10 credits. SpecStream answers ScraperAPI's call at /scraperapi for $0.80 per 1,000 pages.
6. Firecrawl
1,000 free pages a month, then Hobby at $19 for 5,000 pages, with the code open under AGPL 3.0. SpecStream answers Firecrawl's scrape, search, map and crawl at /firecrawl, at $0.80 per 1,000 pages.
7. Crawl4AI
An open source library under Apache 2.0, with a hosted cloud at $0.001 a credit: 0.1 credit a plain page, 0.5 in a real browser, 2 for a hard site. SpecStream answers a Crawl4AI server's /crawl and /md with nothing to host.
8. Apify
A platform of Actors, at $0.2 per compute unit on Free and Starter. With SpecStream you send the URL or describe the records, with no Actor to choose.
9. Oxylabs Web Scraper API
From $0.50 per 1,000 results on the entry tiers. SpecStream charges $0.80 per 1,000 pages from a balance that never expires.
10. Scrapy
A web scraping framework to extract structured data from websites, under BSD 3 Clause. You write a spider for each site and run it on your own servers. SpecStream takes the URL, or the records described, and returns the text or the rows.
11. Playwright
A framework for web testing and automation that drives Chromium, Firefox and WebKit, under Apache 2.0. Proxies, retries and parsing are yours. SpecStream runs the browser for you when a page needs one, at the same $0.80 per 1,000.
12. Octoparse
A no code app with a free forever plan, and Standard from $69 a month billed annually. CAPTCHA solving costs $1 to $1.50 per thousand. In SpecStream you describe the records in plain words, with no task to build per site.
13. Browse AI
A no code app at $19 a month billed annually or $48 month to month for Personal, where one credit extracts 10 rows from a page. Unused credits reset each cycle. SpecStream's Deep Search bills each delivered row at 5¢, 15¢ or $1, and its credit never expires.
How SpecStream scores
The same numbers as the benchmarks page, from the official tasks and scorers.
Run the test on your own URLs
1. Create a key under Agents & API in the workspace. A new account gets $10 of credit, no card, which covers 12,500 pages.
2. Put the URLs you scrape today in the call. Each result shows its status (ok, blocked, not_found, empty), where it was read from (live, site or archive) and the length of its text. Only ok pages are charged:
curl -s https://api.specstream.ai/v1/extract \
-H "Authorization: Bearer $SPECSTREAM_API_KEY" \
-H "Content-Type: application/json" \
-d '{"urls": ["https://en.wikipedia.org/wiki/Web_scraping", "https://www.python.org/", "https://www.w3.org/TR/PNG/"], "format": "markdown"}' \
| jq '(.data.results[] | {url, status, read_from, chars: (.text // "" | length)}), .data.price_usd'3. On a scraping API now? Change the address and keep the call. For ScraperAPI, in Python:
import os
import requests
URL = "https://api.specstream.ai/scraperapi" # was https://api.scraperapi.com
reply = requests.get(
URL,
params={"api_key": os.environ["SPECSTREAM_API_KEY"], "url": "https://en.wikipedia.org/wiki/Web_scraping", "output_format": "markdown"},
timeout=70,
)
reply.raise_for_status()
print(reply.text[:500])4. The ScrapingBee, ZenRows, Firecrawl and Crawl4AI guides list every parameter. For records rather than pages, describe them in Deep Search.
Frequently asked questions
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Is web scraping with an API faster to build than with Scrapy?
Does SpecStream have an MCP server?
https://api.specstream.ai/mcp, with read_pages for pages and search_web for search, on the same key and balance.Sources
SpecStream wrote this page. Each figure about another tool comes from that tool's own pricing page, documentation or repository, read on the date shown.
- SpecStream pricingspecstream.ai/pricing, read Nov 12, 2026
- SpecStream for agentsspecstream.ai/agents.md, read Nov 12, 2026
- SpecStream benchmarksspecstream.ai/benchmarks, read Nov 12, 2026
- Zyte pricingzyte.com/pricing/, read Nov 12, 2026
- Zyte API pricing docsdocs.zyte.com/zyte-api/pricing.html, read Nov 12, 2026
- ZenRows pricingzenrows.com/pricing.md, read Nov 12, 2026
- ZenRows pricing docsdocs.zenrows.com/first-steps/pricing.md, read Nov 12, 2026
- ZenRows API referencedocs.zenrows.com/universal-scraper-api/api-reference, read Nov 12, 2026
- ScrapingBee pricingscrapingbee.com/pricing/, read Nov 12, 2026
- ScrapingBee documentationscrapingbee.com/documentation/, read Nov 12, 2026
- ScraperAPI pricingscraperapi.com/pricing.md, read Nov 12, 2026
- ScraperAPI output formatsdocs.scraperapi.com/responses-and-formats/output-formats.md, read Nov 12, 2026
- Firecrawl pricingfirecrawl.dev/pricing.md, read Nov 12, 2026
- Firecrawl repositorygithub.com/firecrawl/firecrawl, read Nov 12, 2026
- Crawl4AI pricingcrawl4ai.com/pricing, read Nov 12, 2026
- Crawl4AI licensegithub.com/unclecode/crawl4ai/blob/main/LICENSE, read Nov 12, 2026
- Apify pricingapify.com/pricing, read Nov 12, 2026
- Oxylabs pricingoxylabs.io/pricing, read Nov 12, 2026
- Scrapy repositorygithub.com/scrapy/scrapy, read Nov 12, 2026
- Playwright repositorygithub.com/microsoft/playwright, read Nov 12, 2026
- Crawlee repositorygithub.com/apify/crawlee, read Nov 12, 2026
- Octoparse pricingoctoparse.com/pricing, read Nov 12, 2026
- Browse AI pricingbrowse.ai/pricing, read Nov 12, 2026




