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Best Web Data Extraction Companies in 2026: 8 Tools Compared

Shihab MiaShihab Mia · Founder, Rankite •Last verified Oct 30, 2026•How we test•13 min read
Home / Software guides / Data, Analytics & AI / best web data extraction companies

How we make this list: we compare pricing pages, product documentation and public user reviews. Ratings come from G2, Capterra or Trustpilot, with the date we checked them.

Best Web Data Extraction Companies in 2026: 8 Tools Compared

Key takeaways

  • This is a companies list: eight providers that extract structured data from public websites at scale, from enterprise platforms with compliance departments to a no code tool a marketer can run.
  • Collect only data you have a right to collect. That means public data, gathered at a civilised rate, respecting site terms, robots rules and privacy law. Personal data raises the bar sharply under GDPR and US state laws, and login walled scraping is a different legal world from public pages.
  • Providers that publish compliance standards, KYC checks, acceptable use rules and abuse reporting, are favoured throughout this list, because your vendor's ethics become your legal exposure.
  • Pricing models differ more than prices: per record, per request, per credit, per compute unit. The same job can cost three times more under the wrong model, so estimate your exact workload before choosing.

Quick comparison

ToolBest forStarting priceFree plan
Bright DataEnterprise scale and compliance paperworkSee websiteYes
OxylabsEnterprise pipelines, clear pricing$49 per monthFree trial
ApifyReady made scrapers from a marketplace$19 per monthYes
ZyteDevelopers, Scrapy grade extractionSee websiteFree trial
FirecrawlClean page content for AI pipelines$19 per monthYes
ScrapingBeeSimple API for developers$19 per monthFree trial
OctoparseNo code extraction for business users$69 per monthYes
DecodoValue proxy infrastructureSee websiteFree trial

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The best web data extraction companies

#1

Bright Data

Best for: Enterprise scale and compliance paperwork
4.6/5 on G2 (272 reviews, checked Oct 2026)
Visit brightdata.com
Starting priceSee website
Free planYes

Bright Data is the enterprise default: when legal asks who your data vendor is, this is the answer that ends the meeting, and you pay for exactly that.

Start on the free tier with your real target sites. Success rates on your actual workload, not the brochure's, are the number the contract should be written around.

What we like
  • Bright Data is the industry's centre of gravity: the largest proxy network, thousands of ready made site specific scrapers, APIs for search results and general extraction priced per successfully delivered record, around 1.50 dollars per thousand records on pay as you go, and a free tier of 5,000 records a month. Its compliance apparatus is the most developed here: strict KYC for residential access, abuse monitoring, ISO certification and a public legal record that includes defending public data collection in court against Meta. Procurement departments choose it because the paperwork exists.
Watch out for
  • It is the premium priced mainstream option on most measures, per gigabyte proxy rates run high at low volume, and the product catalogue is vast enough to overwhelm a small project. Powerful tools are gated behind verification that individuals with personal email accounts will not pass, deliberately. Pricing varies by product line in ways that need the live page and a calculator.
#2

Oxylabs

Best for: Enterprise pipelines, clear pricing
4.5/5 on G2 (420 reviews, checked Oct 2026)
Visit oxylabs.io
Starting price$49 per month
Free planFree trial
Oxylabs homepage

Oxylabs is the reliability pick of the enterprise tier: clear tables, strong uptime reputation, compliance certificates on the wall.

Choose between it and Bright Data on your workload's trial numbers and the contract terms, because at this level the products converge and the paperwork decides.

What we like
  • Oxylabs is Bright Data's like for like enterprise rival, with a large proxy pool, a web scraper API from 49 dollars a month, datasets and a notably clear pricing page by industry standards. It carries SOC 2 and ISO 27001 credentials, publishes its sourcing and ethics positions, and offers the SLAs and support enterprise pipelines need. Its scraper API handles rendering and anti bot friction as a managed layer, priced by successful results.
Watch out for
  • Premium pricing applies at low volumes, with the attractive rates reserved for large commitments. The full enterprise feature set sits high in the tiers. Like its rival, it will verify who you are and what you are collecting, which slows the first project in a way that is the point. Smaller teams may find the account management overhead heavier than the job.
#3

Apify

Best for: Ready made scrapers from a marketplace
4.7/5 on G2 (669 reviews, checked Oct 2026)
Visit apify.com
Starting price$19 per month
Free planYes

Apify is the fastest route to a standard dataset: if your job is a known shape, someone has productised it, and the marketplace's reviews tell you whether it still works.

Check the Actor's recent run statistics and last update before paying. In a marketplace, freshness is the whole quality signal.

What we like
  • Apify inverts the model: instead of one generic endpoint, its marketplace holds thousands of ready made scrapers, called Actors, built by Apify and independent developers for specific sites and jobs, maps listings, reviews, social profiles, e-commerce catalogues. You rent the Actor, feed it inputs and receive structured data, paying the platform, from 19 dollars a month plus compute usage, and each Actor's own fee. A free plan with monthly usage credit makes real trials possible. For standard jobs, the time from idea to dataset is the shortest here.
Watch out for
  • Three meters run at once, platform, compute and Actor fees, so costs need watching. Marketplace quality varies by author
  • A neglected Actor breaks when its target site changes, and support quality is the author's, not Apify's. Compliance responsibility for what an Actor collects sits substantially with you. Heavy custom extraction outgrows off the shelf tools.
#4

Zyte

Best for: Developers, Scrapy grade extraction
4.4/5 on G2 (122 reviews, checked Oct 2026)
Visit zyte.com
Starting priceSee website
Free planFree trial

Zyte is the engineer's extraction API: priced on success, honest about difficulty, and native to the Python ecosystem most data teams already run.

Run its trial against your hardest target, not your easiest. Every vendor shines on easy pages; difficulty pricing means Zyte has priced the hard ones, and the trial shows you the number.

What we like
  • Zyte is built by the team behind Scrapy, the open source framework half the industry learned on, and its API sells extraction as a per successful response service with automatic ban handling, rendering and parsing for common page types like products and articles. Pricing scales with site difficulty and volume, with published tiers and pay as you go starting small
  • A trial credit lets developers test properly. For engineering teams building data pipelines, its pedigree and its focus on success based billing are the appeal.
Watch out for
  • Entry tier structures and per site difficulty pricing make the final bill workload dependent in ways only a trial reveals, so the price field says See website. It is a developer tool
  • Business users get no visual builder. Its ready made dataset and scraper library is thinner than Bright Data's and Apify's. Support tiers scale with spend.
#5

Firecrawl

Best for: Clean page content for AI pipelines
Visit firecrawl.dev
Starting price$19 per month
Free planYes

Firecrawl is the AI builder's extractor: documentation, knowledge bases, public catalogues and research corpora, turned into clean text with the least code in this list.

Respect the same rules here as anywhere: crawl public content you have a right to use, at polite rates, and read the target's terms before pointing it at a whole domain.

What we like
  • Firecrawl does the job the AI era created: give it a site and it returns clean, structured markdown or JSON of the pages, ready for search indexes, training sets and retrieval pipelines, handling crawling, rendering and extraction in one API. Plans start at 19 dollars a month with a free tier of about 1,000 credits monthly. Developers love its ergonomics, and its extraction features pull structured fields from pages without hand written selectors.
Watch out for
  • It is a content pipeline tool, not a general scraping platform: high volume record extraction on defended e-commerce and social sites is not its centre of gravity. Credit costs grow with crawl breadth, and whole site crawls of large domains need budgeting. As a younger company its enterprise compliance apparatus is lighter than the top two, though it publishes its acceptable use terms. Personal data caution applies to its outputs like everyone's.
#6

ScrapingBee

Best for: Simple API for developers
4.8/5 on G2 (25 reviews, checked Oct 2026)
Visit scrapingbee.com
Starting price$19 per month
Free planFree trial

ScrapingBee is the fetch layer done well: honest scope, clean API, compliance certificate, no platform lock in theatre.

Estimate your real per page credit cost in the trial with every option you actually need switched on. The gap between the base rate and the loaded rate is where scraping budgets go to be surprised.

What we like
  • ScrapingBee keeps the proposition small: one API that fetches pages with proxies, headless rendering and JavaScript execution handled, priced in credits weighted by the options each request uses, from 19 dollars a month at the hobby tier with a trial of 1,000 credits. It carries SOC 2 Type II compliance, publishes its terms clearly, and adds screenshots and search result extraction. For a developer who needs pages fetched reliably without adopting a platform, it is the low ceremony option.
Watch out for
  • Credit weighting means heavy options, premium proxies and rendering, multiply costs per page quickly at scale. It stops at fetching and light extraction
  • Data structuring at Apify or Bright Data's level is your code's job. Enterprise features and datasets are thinner than the top tier. Per request economics lose to per record pricing on some workloads.
#7

Octoparse

Best for: No code extraction for business users
4.8/5 on G2 (52 reviews, checked Oct 2026)
Visit octoparse.com
Starting price$69 per month
Free planYes

Octoparse is the business user's door into extraction: legitimate for public market data, price checks and research, inside the law and the sites' terms.

Build the compliance habit with the first task: public pages, modest rates, no personal data beyond what your privacy obligations allow, and a named owner for every recurring task.

What we like
  • Octoparse is the visual extractor: point and click at the fields on a page, and it builds the extraction task, schedules it in the cloud and delivers spreadsheets, for about 69 dollars a month billed annually, with a free tier covering a handful of tasks. Marketing, research and operations staff who will never write code use it for price monitoring, lead lists from public directories, review tracking and catalogue checks. Templates cover the common sites and jobs.
Watch out for
  • Point and click has a ceiling: complex, defended or fast changing sites defeat it, and task maintenance becomes a recurring chore as sites redesign. Cloud task and process limits meter bigger jobs into higher tiers. Its output discipline and API depth trail the developer platforms. The same lawful use duties apply with extra force, because ease of use makes bulk collection of personal data tempting and no less regulated.
#8

Decodo

Best for: Value proxy infrastructure
4.6/5 on G2 (763 reviews, checked Oct 2026)
Visit decodo.com
Starting priceSee website
Free planFree trial

Decodo is the builder's supply shop: bring your own code, buy honest pipes, and keep the per gigabyte bill at the friendly end of this list.

It pairs well with Zyte style discipline, success based thinking and polite rates, and it is where many teams land after their first enterprise invoice teaches them the value of the layer.

What we like
  • Decodo, the company formerly known as Smartproxy, sells the infrastructure layer, residential, datacenter and mobile proxies plus scraping APIs, at value pricing consistently below the enterprise pair, with a reputation for clean tooling and fast support. For teams who write their own scrapers and need reliable, ethically marketed IP supply and unblocking, it is the cost effective foundation. Its scraping APIs extend the same value positioning upward.
Watch out for
  • Infrastructure means the extraction intelligence is yours to build
  • There is no Apify style marketplace or Bright Data scale dataset library. Enterprise compliance depth, while published, is lighter than the top tier's certification stack. Per gigabyte economics still punish wasteful crawling. Pricing by product varies, so the field says See website.

How we chose

We selected web data extraction providers operating in 2026 across the market's real tiers, platforms, marketplace, developer APIs, infrastructure and no code, weighting published compliance standards, KYC and acceptable use policies, sourcing transparency and abuse reporting alongside capability and price. Pricing models and entry figures come from vendor pages and current comparisons as of October 2026, with models named because headline figures are not comparable across them. No provider was used to extract data for this guide, and nothing here is legal advice; the lawful use framing reflects the providers' own published standards and general principles, and specific projects need counsel.

How to extract data lawfully and well

Write the rights check before the code. For each target: is the data public, do the site's terms permit collection, does it contain personal data and under what legal basis, and what rate is civilised. Four answers, written down, separate a data programme from a liability with an API key.

Prefer the provider's paperwork. A vendor with published acceptable use rules, verification and an abuse desk is telling you how it behaves when a site complains, and that day comes for every serious operation. The cheapest unblocking service is expensive the day it becomes your co defendant in the court of public opinion, or an actual one.

Take less, politely. Extract the fields you need, cache aggressively, crawl off peak, identify your crawler honestly where the provider supports it, and stop when a site says stop. Restraint is not only ethics; it is also how datasets stay available for years instead of weeks.

Frequently asked questions

Is web scraping legal?

Public data collection has been upheld in major US case law as not violating federal computer crime law, and it remains subject to contract claims under site terms, copyright in the content, and, in the EU, UK and many US states, data protection law the moment personal data is involved. Scraping behind logins, bypassing paywalls or ignoring explicit prohibitions moves into much riskier territory. This guide is information, not legal advice: a real programme gets a lawyer for an hour before its first crawl, not after its first complaint letter.

What does web data extraction cost?

Entry points run from free tiers at Bright Data, Apify and Firecrawl, through developer plans around 19 to 49 dollars a month at ScrapingBee, Firecrawl and Oxylabs, to enterprise contracts in the thousands monthly. Current comparison reporting puts a typical mid market customer at roughly 200 to 500 dollars a month on scraping APIs. The model decides your bill: per record suits defined datasets, per request suits fetching, per credit suits mixed work, and compute pricing suits marketplace scrapers.

What data should I never scrape with these companies?

Personal data you have no lawful basis to hold: private contact details, data behind logins you do not own, health, financial and children's data, and anything a site has expressly prohibited or a person has a legal right to have left alone. The reputable providers here prohibit abusive use in their terms and verify customers for their most powerful tools. If a use case needs to be hidden from the vendor's compliance team, it should not be run.

How do these companies differ from proxy providers?

A proxy provider sells IP addresses; an extraction company sells data. The extraction layer adds browser rendering, block handling, parsing and delivery in structured formats on top of the proxy layer. Some companies here are both, Bright Data, Oxylabs and Decodo sell raw proxies and managed extraction. Buy the layer matching your team: engineers often start with proxies or a fetch API, while business teams buy finished datasets and ready made scrapers.

What is KYC in this industry and why does it matter?

Know your customer checks: the provider verifies your identity, company and intended use before enabling powerful tools like large residential proxy pools. Bright Data's residential access, for instance, requires verified companies rather than personal accounts. KYC matters because it is the visible proof a provider polices abuse, which protects the shared infrastructure, the sites being collected and your own programme's legitimacy when a partner or regulator asks how your data was sourced.

Sources we checked (0)

    Is your product missing or out of date?

    We review this list regularly. Vendors can request a listing, send updated pricing or ask about featured placement.

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    Shihab Mia
    Shihab Mia · Founder, Rankite

    Shihab has 5+ years in B2B and SaaS SEO. He writes Rankite's software buying guides from pricing pages, documentation and public user reviews. More about Shihab.