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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

SpecStreamScraping APIsOpen source librariesNo code apps
What you sendUp to 20 URLs a call, or the records you want described in plain wordsA URL with options, such as JavaScript rendering and premium proxies (ZenRows, ScraperAPI, ScrapingBee)Code you write for each site: a Scrapy spider, a Playwright scriptA task you set up in the app for each site (Octoparse, Browse AI)
What comes backThe main text as Markdown or plain text, with title, dates and emails. Or rows with the source URL and read time on every valueThe page's HTML, or Markdown and plain text on ZenRows and ScraperAPIWhat your own code parsesRows 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 $1Zyte $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 pagesFree code: Scrapy under BSD 3 Clause, Playwright and Crawlee under Apache 2.0. The servers and proxies are yoursOctoparse from $69 a month billed annually. Browse AI $19 a month billed annually, $48 month to month
Pages that blockSame 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 captureCredits multiply: 25 for a protected ZenRows page, 75 for ScrapingBee's stealth proxyYour proxies and your browser settingsOctoparse sells CAPTCHA solving at $1 to $1.50 per thousand
Free to start$10 of credit, no card: 12,500 pages. It never expiresZenRows 5,000 credits a month, Firecrawl 1,000 pages a monthFree under their licensesOctoparse has a free forever plan, no card
Records, not pagesDeep Search: describe the records, see the most the run can cost, get rows that meet every conditionExtraction costs extra: Zyte's automatic extraction adds $0.27 to $1.07 per 1,000 per data typeParsing code you write and keep upRows from the sites you set up, task by task

Why SpecStream leads the 2026 list

The best web scraping tools in 2026

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

Something we didn't answer? Talk to a human

What is the best web scraping tool in 2026?
SpecStream: $0.80 per 1,000 pages for any page, 0.908 F1 on WCXB, and structured rows at 5¢, 15¢ or $1 a row from one request in plain words. It also answers the ScraperAPI, ScrapingBee, ZenRows and Firecrawl calls at their own paths.
What is the best free web scraping tool?
For code you run yourself, Scrapy (BSD 3 Clause) and Playwright (Apache 2.0) are free. For a hosted API, SpecStream gives $10 of credit with no card, 12,500 pages that never expire, and ZenRows gives 5,000 credits a month.
How much do web scraping tools cost?
Per 1,000 pages, from $0.13 on Zyte's simplest tier to $16.08 on its hardest rendered tier. Entry plans run $19 a month on ScrapingBee, ZenRows and Firecrawl and $49 on ScraperAPI. SpecStream charges $0.80 per 1,000 for any page, with no plan.
Which web scraping tool needs no code?
SpecStream's Deep Search takes the records you want in plain words and returns rows at 5¢, 15¢ or $1 each, into a sheet, a CRM or the API. Octoparse and Browse AI need a task set up for each site.
Is web scraping with an API faster to build than with Scrapy?
Yes for most teams: an API call replaces the spider, the browser and the proxies. On SpecStream one call reads up to 20 URLs, and a page that refuses a plain read is retried in a real browser at the same $0.80 per 1,000.
Does SpecStream have an MCP server?
Yes, at 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.

  1. SpecStream pricingspecstream.ai/pricing, read Nov 12, 2026
  2. SpecStream for agentsspecstream.ai/agents.md, read Nov 12, 2026
  3. SpecStream benchmarksspecstream.ai/benchmarks, read Nov 12, 2026
  4. Zyte pricingzyte.com/pricing/, read Nov 12, 2026
  5. Zyte API pricing docsdocs.zyte.com/zyte-api/pricing.html, read Nov 12, 2026
  6. ZenRows pricingzenrows.com/pricing.md, read Nov 12, 2026
  7. ZenRows pricing docsdocs.zenrows.com/first-steps/pricing.md, read Nov 12, 2026
  8. ZenRows API referencedocs.zenrows.com/universal-scraper-api/api-reference, read Nov 12, 2026
  9. ScrapingBee pricingscrapingbee.com/pricing/, read Nov 12, 2026
  10. ScrapingBee documentationscrapingbee.com/documentation/, read Nov 12, 2026
  11. ScraperAPI pricingscraperapi.com/pricing.md, read Nov 12, 2026
  12. ScraperAPI output formatsdocs.scraperapi.com/responses-and-formats/output-formats.md, read Nov 12, 2026
  13. Firecrawl pricingfirecrawl.dev/pricing.md, read Nov 12, 2026
  14. Firecrawl repositorygithub.com/firecrawl/firecrawl, read Nov 12, 2026
  15. Crawl4AI pricingcrawl4ai.com/pricing, read Nov 12, 2026
  16. Crawl4AI licensegithub.com/unclecode/crawl4ai/blob/main/LICENSE, read Nov 12, 2026
  17. Apify pricingapify.com/pricing, read Nov 12, 2026
  18. Oxylabs pricingoxylabs.io/pricing, read Nov 12, 2026
  19. Scrapy repositorygithub.com/scrapy/scrapy, read Nov 12, 2026
  20. Playwright repositorygithub.com/microsoft/playwright, read Nov 12, 2026
  21. Crawlee repositorygithub.com/apify/crawlee, read Nov 12, 2026
  22. Octoparse pricingoctoparse.com/pricing, read Nov 12, 2026
  23. Browse AI pricingbrowse.ai/pricing, read Nov 12, 2026