⚡Stack Radar

Web Crawlers · Reviewed 26 Oct 2026

Scrapfly

Scrapfly is a web data platform for scraping, extraction, and AI agent integration.

from $30 · free tier · scrapfly.io ↗

Paid against free › Web Crawlers › Scrapfly

Scrapfly at a glance
176.7KEstimated total trafficModeled monthly visits4.8KRanking keywordsPublic search sample97/100Technical health15 pages checked0Referring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Scrapfly is a web data platform that provides APIs for scraping, crawling, extraction, and screenshots, with anti-bot bypass and JavaScript rendering built in S1. It is used by startups, enterprises, AI researchers, and data engineers to collect web data at scale S1. The platform offers a hosted MCP server for AI agents, enabling natural language access to its scraping infrastructure S17.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Scrapfly is a web data platform by Joam Intelligence, LLC S1.
  • Core purpose: It solves the problem of collecting web data by handling anti-bot bypass, rendering, and extraction S1.
  • Intended users: Startups, enterprises, AI researchers, and data engineers S1.
  • Product scope: A platform with APIs for scraping, crawling, extraction, screenshots, and a hosted MCP server S12 S17.
  • Positioning: Built by engineers for engineers, focused on production workloads S1.
  • Claimed distinction: Powered by proprietary C/C++ projects, including a custom Chromium fork S1.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
StartupsBuild data collection infrastructure for products S1.
EnterprisesRun production workloads at scale S1.
AI researchersCollect training corpora for AI models S133.
Data engineersAutomate extraction and crawling pipelines S1.
AI agentsAccess web scraping via MCP for agentic workflows S17.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Web Scraping APIFetches public URLs with managed proxy rotation and JavaScript rendering S133.
Crawler APICrawls entire websites with BFS/DFS depth control, anti-bot bypass, and per-page AI extraction S20.
Extraction APITurns HTML into typed data using prompts or JSON schemas S133.
Screenshot APICaptures visual page screenshots S1.
Hosted MCP ServerExposes scraping tools to AI agents via natural language tool calls S17.
Scrapfly CLIProvides command-line interface for scraping, testing, and automation S17.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
MCP serverAI interfaceConnects AI agents to scraping tools via a hosted URL S17.
Python SDKSDKProvides programmatic access to Scrapfly APIs S20.
TypeScript SDKSDKSupports Node, Deno, and Bun environments S20.
Go SDKSDKEnables Go applications to use Scrapfly S20.
Rust SDKSDKProvides Rust bindings for Scrapfly S20.
WebhooksWebhookStreams crawl results to endpoints as pages are visited S20.
Scrapy extensionExtensionIntegrates Scrapfly with Scrapy framework S20.
WARC exportData portabilityExports crawled pages in standard WARC format S20.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Free$0 per account S11,000 credits S15 concurrent requests S1
Discovery$30 per month, billed monthly; annual billing gives 2 months free S1200,000 credits S15 concurrent; extra $5 per 10K credits S1
Pro$100 per month, billed monthly; annual billing gives 2 months free S11,000,000 credits S120 concurrent; extra $3.50 per 10K credits S1
Startup$250 per month, billed monthly; annual billing gives 2 months free S12,500,000 credits S150 concurrent; extra $2 per 10K credits S1
Enterprise$500 per month, billed monthly; annual billing gives 2 months free S15,500,000 credits S1100 concurrent; extra $1.20 per 10K credits S1
Custom$1,200 to $30,000+ per month, negotiated S1Negotiated S1Negotiated S1

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
medium.com222.5json vs jsonl, jsonl vs json
jsonltools.com225json vs jsonl, jsonl vs json
stackoverflow.com111json vs jsonl
youtube.com112json vs jsonl
reddit.com113jsonl vs json
python.plainenglish.io114json vs jsonl
jsonl.rest115json vs jsonl
systoolsgroup.com115jsonl vs json
docs.constructor.com116jsonl vs json
questdb.com117json vs jsonl

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

PlatformStatusDiscovered source
Capterradiscovered_not_scrapedhttps://www.capterra.com/p/212653/Scrapfly/
13

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 1.8%
MonthSource
—All AI assistants
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
integrationsPower web scrapers and AI agents with Scrapfly's web data platform. One API key for reliable access to public web data, managed Chromium over CDP, residential proxies, screenshots, and structured extraction.https://scrapfly.io/
features[](https://chat.openai.com/?q=Summarize%20this%20article%20and%20explain%20how%20Scrapfly%20helps%20me%20scrape%20any%20website%20at%20scale%20and%20bypass%20anti-bot%20systems%20for%20my%20use%20case%3A%20https%3A%2F%2Fscrapfly.io%2Fblog%2Fposts%2Fhow-to-scrape-etsy-com-product-review-data)[](https://claude.ai/new?q=Summarize%20this%20article%20and%20explain%20how%20Scrapfly%20helps%20me%20scrape%20any%20website%20at%20scale%20and%20bypass%20anti-bot%20systems%20for%20my%20use%20case%3A%20https%3A%2F%2Fscrapfly.io%2Fblog%2Fposts%2Fhow-to-scrape-etsy-com-product-review-data)[](https://x.com/i/grok?text=Summarize%20this%20article%20and%20explain%20how%20Scrapfly%20helps%20me%20scrape%20any%20website%20at%20scale%20and%20bypass%20anti-bot%20systems%20for%20my%20use%20case%3A%20https%3A%2F%2Fscrapfly.io%2Fblog%2Fposts%2Fhow-to-scrape-etsy-com-product-review-data)[](https://www.perplexity.ai/search/new?q=Summarize%20this%20article%20and%20explain%20how%20Scrapfly%20helps%20me%20scrape%20any%20website%20at%20scale%20and%20bypass%20anti-bot%20systems%20for%20my%20use%20case%3A%20https%3A%2F%2Fscrapfly.io%2Fblog%2Fposts%2Fhow-to-scrape-etsy-com-product-review-data)[](https://www.google.com/search?udm=50&aep=11&q=Summarize%20this%20article%20and%20explain%20how%20Scrapfly%20helps%20me%20scrape%20any%20website%20at%20scale%20and%20bypass%20anti-bot%20systems%20for%20my%20use%20case%3A%20https%3A%2F%2Fscrapfly.io%2Fblog%2Fposts%2Fhow-to-scrape-etsy-com-product-review-data)https://scrapfly.io/blog/posts/how-to-scrape-etsy-com-product-review-data
pricingEvery plan runs on the same audited infrastructure. AI training pipelines, LLM grounding, SERP-at-scale, and enterprise workloads all share one control plane.https://scrapfly.io/pricing
integrationsOne API key. Web scraping, browser automation, AI agents.https://scrapfly.io/
integrationsAI Browser Agenthttps://scrapfly.io/
integrationsScrapfly is the best AI Web Scraping APIhttps://scrapfly.io/ai-web-scraping-api
integrationsScrapfly is the best AI web scraping API. Scrape and extract structured data in a single API call: anti-bot bypass, JavaScript rendering, and AI-powered extraction - all baked into one endpoint.https://scrapfly.io/ai-web-scraping-api
integrationsCombined pipeline. No two-step scrape-then-extract workflow. One request returns both the raw page and AI-extracted data in the same response.https://scrapfly.io/ai-web-scraping-api
integrationspre-trained AI extraction modelshttps://scrapfly.io/ai-web-scraping-api
integrationsAnti-bot bypass, rendering, pre-trained models, LLM prompts, and template rules - all composable, all on one endpoint.https://scrapfly.io/ai-web-scraping-api
integrationsThe traditional workflow requires two calls: one to fetch the page, one to parse it. This API collapses both into a single request. Anti-bot bypass, JavaScript rendering, and AI extraction run in sequence on the same endpoint. The response carries both the raw scraped content and the structured `extracted_data` object together.https://scrapfly.io/ai-web-scraping-api
integrationsLLM Extraction vision + DOM + content-aware reasoning over the fetched pagehttps://scrapfly.io/ai-web-scraping-api
integrationsBuild with AIhttps://scrapfly.io/docs
integrationsAI-powered structured data extraction from any HTML or document.https://scrapfly.io/docs
integrationsLLM Extraction Auto Templateshttps://scrapfly.io/docs
integrationsConnect AI models to live web data with zero configuration via the MCP protocol.https://scrapfly.io/docs
integrationsScrapfly plugs into the tools your team already uses. Pick a no-code automation platform, an LLM framework, a code SDK, or any MCP-compatible AI client. Same credits, same key, same features.https://scrapfly.io/integration
integrationsNo-code, code, or AI-native.https://scrapfly.io/integration

These are first-party product claims, not independent measurements of AI-search visibility.

14

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gapReview the sampled queries where medium.com appears.2 first-page appearances across json vs jsonl, jsonl vs json

Website intelligence — Collected evidence

Website evidence gaps

  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

15

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
CapterraPage 3 / Scrapfly Reviews 2026. Verified Reviews, Pros & Cons / CapterraGrounded web searchI wanted to outsource my webscraping to a high quality tool I could always integrate with and lean on for high quality output. It has proven this for me with no issues at all. Scrapfly has, for me, always provided high quality output and handled all of my webscrapping needs, the ... I’ve been extremely impressed with Scrapfly’s web scraping API. From the start, the platform has been reliable, fast, and easy to integrate into my existing workflow. The documentation is very clear and comprehensive
Scraper ReviewsScrapfly review 2026: prices, limits, 89/100Grounded web search# Scrapfly review 89 of 100, excellent Discovery at $30 for 200,000 credits, printed as $0.15 per 1,000 prepaid, a four-line credit table from 1 to 60, and 1,000 free credits with no card and no time limit. Reviewed 2026-09-18 by Phillip Paul Inker.
WebScraping.ccScrapfly Review (2026) / WebScrapingGrounded web searchat around 99%, and it has the broadest integration set - official ... mean a $30 plan can quietly cost $100+. Model your real request mix first, then buy. For a bootstrapped five-person team, the product punches far above its size.
BestScraperAPIScrapfly Review: Features, Pricing & Tests (2026)Grounded web searchThe honest summary is that Scrapfly is strong on anti-bot bypass, transparency, and ... -friendly output, while its variable credit model makes budgeting harder than a flat per-request price. Sentiment below is attributed
ToolradarScrapfly Reviews, Pricing & Alternatives (2026) / ToolradarGrounded web search## Ratings Across the Web 4.8(332 reviews) Scrapfly holds an aggregate rating of 4.8 out of 5 from 332 reviews across G2 and Capterra, last checked September 17, 2026. G2 94 reviews 4.6/5 Capterra 238 reviews 4.9/5 Ratings aggregated from
ScrapeOpsScrapfly Review / ScrapeOpsGrounded web searchReviewers consistently praise the platform for its ease of setup, high success rates against anti-bot protections, and thorough documentation. Many users appreciate the responsive customer support and the ability to handle JavaScript rendering. However, reviewers frequently criticize the pricing structure, noting a lack of intermediate plans and high costs for residential proxies. While some find the dashboard helpful for tracking spend, others report that usage transparency and credit consumpti
ProxyLookScrapfly Review 2026 — Pricing, Pros & Cons · ProxyLookGrounded web searchNo reader reviews yet — be the first below. 4.8 ★★★★★ Editorial rating only Rating distribution will appear once reader reviews come in. ... reviews published yet for Scrapfly. If you've used this provider, share your experience using the form below —
Stork.AIScrapfly Review (2026): Pricing & Alternatives / Stork.AIGrounded web search. - − Some users express a desire for more granular or flexible pricing tiers to better accommodate varying usage patterns. - − While highly effective, occasional edge cases or specific website configurations may present temporary scraping challenges.
scrapfly.ioscrapfly.ioGrounded web search// TESTIMONIALS## Trusted by 30,000+ enterprises. ... Teams pick Scrapfly after testing the alternatives. Here is why they stay. ... “It helped me automate a very difficult task that would have been nearly impossible to complete manually. The performance is consistent, the API responses are fast, and the documentation made integration simple. FA Faten A. AI Specialist Verified Capterra review ... “I use Scrapfly as part of a larger AI research platform for web content extraction and data gatheri

Customer proof

No named customers, testimonials, or customer case studies were found.

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

16

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipNot published on the collected pages.—
Contact and supportNot published on the collected pages.—
Legal and privacyMSA, DPA, BAA, HIPAAsource
Security and complianceMSA, DPA, BAA, HIPAAsource
Uptime and status pageOur users depend on us for production workloads. Uptime and consistency are non-negotiable.source

Not found on the collected pages: company and ownership, contact and support. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

17

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Product FAQFAQAnswers common product, workflow, pricing, privacy, ownership, API, and team questions. (source)Not dated
Scrapfly Documentation / Developer HubDocumentationScrapfly developer hub: Web Scraping, Screenshot, Extraction, Crawler, and Cloud Browser APIs with Python, TypeScript, Go, and Rust SDKs. (source)Not dated
How to Build a Grocery Price Comparison Tool with PythonGuideGuides, comparisons, pricing breakdowns, use cases, and how-to articles. (source)Not dated
How to Build an Automated Price Tracker with Python Web ScrapingGuideGuides, comparisons, pricing breakdowns, use cases, and how-to articles. (source)Not dated
How to Build Minimum Advertised Price (MAP) Monitoring ToolGuideGuides, comparisons, pricing breakdowns, use cases, and how-to articles. (source)Not dated
How to Track Competitor Prices Using Web ScrapingGuideGuides, comparisons, pricing breakdowns, use cases, and how-to articles. (source)Not dated

Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.

Technical

18

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Scrapfly is a cloud-based platform, with a hosted MCP server S17.S17
Platforms and appsWeb-based APIs and SDKs for Python, TypeScript, Go, and Rust S52.S52
API and extensibility (API, SDK, webhooks, MCP, plugins)Offers APIs, SDKs, webhooks, and a hosted MCP server S17 S20.S17 S20
Data ownership and exportCrawled pages are stored as WARC artifacts, downloadable after completion S20.S20
Performance and reliability claimsUsers depend on Scrapfly for production workloads S1.S1
Release activityThe team ships daily and deploys multiple times a day S1.S1
19

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
TLS certificateLet's Encrypt, valid, expires 2026-12-16
Security headersHSTS, CSP, X-Content-Type-Options, Referrer-Policy
Headers not servedX-Frame-Options
Mail handled byaspmx.l.google.com, alt2.aspmx.l.google.com
Nameserversns-cloud-d3.googledomains.com, ns-cloud-d4.googledomains.com

Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s). A gap here means the lookup was unavailable, not that the finding is negative.

20

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 97/100
  • Critical issues: 0
  • Warnings: 1
  • Notices: 17

Issues

SeverityIssueValueAffected URL
noticeMeta description length should be reviewed212https://scrapfly.io/
warningTitle length should be reviewed67https://scrapfly.io/products
noticeMeta description length should be reviewed211https://scrapfly.io/products
noticeImages are missing alt text1https://scrapfly.io/products/web-scraping-api
noticeImages are missing alt text1https://scrapfly.io/products/cloud-browser-api
noticeMeta description length should be reviewed183https://scrapfly.io/products/crawler-api
noticeImages are missing alt text1https://scrapfly.io/products/crawler-api
noticeMeta description length should be reviewed196https://scrapfly.io/products/extraction-api
noticeImages are missing alt text1https://scrapfly.io/products/extraction-api
noticeMeta description length should be reviewed201https://scrapfly.io/products/screenshot-api
noticeImages are missing alt text1https://scrapfly.io/products/screenshot-api
noticeMeta description length should be reviewed235https://scrapfly.io/products/ai-browser-agent
noticeImages are missing alt text1https://scrapfly.io/products/ai-browser-agent
noticeMeta description length should be reviewed243https://scrapfly.io/products/mcp-cloud
noticeImages are missing alt text1https://scrapfly.io/products/mcp-cloud
noticeMeta description length should be reviewed197https://scrapfly.io/products/scrapfly-cli
noticeMeta description length should be reviewed218https://scrapfly.io/products/proxy-saver
noticeImages are missing alt text1https://scrapfly.io/products/proxy-saver

Crawled pages

StatusTitleH1sWordsResponseURL
200Scrapfly - Web Scraping API, Cloud Browser, Screenshot API12906154 mshttps://scrapfly.io/
200Scrapfly Products: Web Scraping, Cloud Browser, Crawler, Extraction1133693 mshttps://scrapfly.io/products
200Web Scraping API: The Scraper API With a 98% Success Rate13742148 mshttps://scrapfly.io/products/web-scraping-api
200Cloud Browser API for Browser Automation \Scrapfly13628362 ms
200Web Crawler API for Full-Site Crawls \Scrapfly13041114 ms
200Data Extraction API for Structured JSON \Scrapfly13274613 ms
200Screenshot API for Protected Web Pages \Scrapfly1321187 ms
200Scrapfly Pricing: Web Scraping API Plans, 1,000 Free Credits1222856 mshttps://scrapfly.io/pricing
200Scrapfly Documentation \Developer Hub197147 ms
200AI Browser Agent for Web Automation \Scrapfly1278052 ms
200Hosted Browser MCP Server for AI Agents \Scrapfly12824109 ms
200Web Scraping CLI for Shell and CI \Scrapfly1194766 ms
200Proxy Saver for Existing Proxy Accounts \Scrapfly1270759 ms
200Scrapfly Web Scraping API \Python SDK1321949 ms
200Scrapfly Web Scraping API \Typescript SDK1338041 ms

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

21

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct20.6%
search62.3%
search organic62.3%
search paid0.0%
social5.9%
social organic5.9%
social paid0.0%
referrals8.9%
paid referrals0.2%
mail0.3%
gen ai1.8%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

22

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention specific competitors. Evidence gaps include lack of detailed security and compliance certifications, uptime statistics, and independent review profiles. Pricing details for custom plans are not fully specified. The platform's proprietary components are described but not independently verified.

23

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from scrapfly.io, including product pages, documentation, and the About page. The evidence catalog includes 15 pages with static and browser rendering rendering, plus a sitemap of 500 URLs. External proof search was performed but no additional verification was completed. Limitations: some sections rely on marketing claims, and external review profiles were not scraped.

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