ScrapingBee
Managed web scraping API for AI extraction and LLM pipelines
ScrapingBee is a dependable managed web scraping API with a strong AI angle, especially for teams feeding LLMs. Dedicated APIs for Amazon and Walmart, plus CLI support for AI agents, set it apart. But the free tier is tiny (1,000 credits), and costs climb fast with volume. For simple scraping, ScraperAPI might be cheaper, but for AI-driven workflows, ScrapingBee's features justify the premium.
Verified 2h ago · liveness 76/100 · cite: rightaichoice.com/tools/scrapingbee
- AI/LLM teams needing real-time web data for RAG pipelines
- E-commerce analysts tracking prices and reviews on Amazon/Walmart
- Market researchers monitoring competitors and SEO/SEM signals
- GTM teams enriching leads with contact and account data
- Non-developers expecting a point-and-click scraper (n8n/Zapier helps but still require APIs)
- Users needing free unlimited scraping; the free tier gives only 1,000 credits
- Projects requiring on-premise proxy management or complete infrastructure control
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Skip ScrapingBee if you need unlimited free scraping, want a no-code point-and-click tool, or require full on-premise proxy infrastructure.
Going past your monthly credit allotment means buying additional credits at overage rates, which can add up fast at high volume
ScrapingBee is priced for developers and AI teams who need reliable, structured data at scale. The free tier (1,000 credits) is enough for testing but not production. Paid plans start at $19.99/mo for 75k credits, which is competitive with ScraperAPI and Crawlera, but the dedicated APIs and AI extraction justify the premium for LLM-driven use cases.
In short
ScrapingBee — Managed web scraping API for AI extraction and LLM pipelines. Best for AI/LLM teams needing real-time web data for RAG pipelines, E-commerce analysts tracking prices and reviews on Amazon/Walmart, Market researchers monitoring competitors and SEO/SEM signals. Free to start; paid plans from $19.99/mo.
What's new in ScrapingBee
Checked todayAcross the latest 3 updates: 2 feature updates and 1 launch.
Geolocation Now Available for Classic Proxies
Classic proxies now support country-level geolocation via country_code, with graceful handling for unsupported countries.
Introducing Auto Mode: Automatic Configuration for Web Scraping
Auto Mode automatically tests proxy configurations, uses the first that works, and controls costs with a max credit limit.
Ruflo: Multi-Agent AI Orchestration for Claude Code & Codex
Ruflo is a new meta-harness for orchestrating multiple AI agents with Claude Code and Codex, featuring 100+ agents and persistent memory.
What people actually say about ScrapingBee — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
12 mentions across 2 sources (Hacker News, YouTube) · researched Aug 15, 2026.
- +Reliable rotating proxies with residential and premium options.
- +Headless browser rendering handles JavaScript-heavy sites well.
- +Dedicated APIs for Amazon, Walmart, and Google SERP are convenient.
- +AI-powered extraction simplifies converting raw HTML to structured data.
- +Easy-to-use API with good documentation and quick start.
- −Pricing is higher than some competitors like ScraperAPI.
- −Free tier has low credit limits and concurrency.
- −Acquisition by Oxylabs creates uncertainty about future pricing.
- −Overkill for simple, low-volume scraping needs.
- −Some users report occasional delays in customer support.
- • Overage charges if you exceed your credit limit
- • Additional costs for residential or premium proxies (credits consumed at different rates)
- • Potential extra fees for high-concurrency needs beyond plan limits
Viability Score
How well maintained and how widely used is ScrapingBee? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: August 2026
How we score →Key Features
- HTML API: fetch raw page content in one call
- Fast Search API: live SERP data in under 1 second
- AI Query: natural-language extraction to structured JSON
- Markdown Scraper: convert any page to clean Markdown or text
- JavaScript scenario execution (clicks, waits, form fills)
- Screenshot capture of rendered pages
- CSS/XPath extraction for precise data targeting
- Rotating proxies, premium residential, and stealth options
- Country-level geolocation (including classic proxies via country_code)
- Auto Mode: automatic proxy configuration and cost capping (July 2026)
- CLI for AI agents: ChatGPT, Claude, Codex, Cursor, Gemini
- Dedicated Amazon API: product details and reviews
- Dedicated Walmart API: inventory and pricing data
- Dedicated Google Search API: ads, news, maps
- Dedicated YouTube API: video data and transcripts
About ScrapingBee
ScrapingBee is a managed web scraping API that handles proxy rotation, headless browser rendering, and anti-bot bypass so you can focus on the data. It's built for developers, data engineers, and AI teams who need reliable, real-time web data for LLM/RAG pipelines, price monitoring, market intelligence, and GTM workflows. The platform offers a core HTML API, a Fast Search API for sub-second SERP data, and dedicated APIs for Amazon, Walmart, Google, YouTube, ChatGPT, and Gemini. With AI-powered extraction, you can describe the fields you want in natural language or JSON rules, and ScrapingBee returns structured JSON or Markdown—no CSS selectors needed. The CLI integrates with AI coding tools like ChatGPT, Claude, Codex, Cursor, Claude Code, and Gemini, enabling agentic workflows. Auto Mode, introduced in July 2026, automatically tests proxy configurations and caps costs with a max credit limit. Geotargeting now works with classic proxies via country_code. Key features include JavaScript scenario execution (clicks, waits, form fills), screenshot capture, CSS/XPath extraction, and a 99% success rate. Dedicated APIs streamline scraping for Amazon (product details, reviews), Walmart (inventory, pricing), Google Search (ads, news, maps), YouTube (transcripts), ChatGPT, and Gemini. Pricing starts with 1,000 free credits. Paid plans range from Hobby at $19.99/mo (75,000 credits) to Freelance at $49.99/mo (250,000 credits), Startup at $99.99/mo (1M credits), Business at $249.99/mo (3M credits), and higher tiers up to Enterprise 120 at $5,799.99/mo. Compared to ScraperAPI or Crawlera, ScrapingBee's dedicated e-commerce APIs and CLI-driven AI integration give it an edge for LLM and competitive intelligence use cases.
Behind the Verdict
ScrapingBee is positioned as a developer-first managed scraping API with a clear AI focus. The core HTML API is solid, but the differentiators are the dedicated scraper APIs (Amazon, Walmart, Google, YouTube, ChatGPT, Gemini) and the AI extraction features that output structured JSON or Markdown, making it easy to feed into LLM pipelines. The CLI integration with AI coding tools like ChatGPT, Claude, Codex, and Cursor is a forward-looking feature that enables agentic workflows, which is rare among scraping APIs. The recent 2026 updates—Auto Mode for automatic proxy testing and cost capping, plus geolocation for classic proxies—address common pain points around reliability and cost control. Strengths: Strong AI integration, dedicated APIs save time on popular targets, reliable proxy rotation and rendering, good documentation and tutorials. Weaknesses: The free tier offers only 1,000 credits, which is insufficient for real testing; premium proxies and stealth options likely incur extra costs; pricing jumps quickly at higher volumes, so heavy users may find cheaper alternatives like ScraperAPI. It's not a no-code tool; while n8n and Zapier integrations exist, you still need to understand APIs. Best for AI/LLM teams and e-commerce analysts who need structured data at scale, but not ideal for occasional scrapers or those needing on-premise control.
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Real-world workflow fit
Concrete scenarios for the personas ScrapingBee actually fits — and what changes day-one when you adopt it.
You need to scrape a set of documentation pages and convert them to Markdown for indexing.
Outcome: Use the Markdown Scraper API to fetch clean Markdown in one call, then feed directly into your vector store.
You need daily price updates from Amazon and Walmart product pages.
Outcome: Use the dedicated Amazon and Walmart APIs to get structured product data, schedule calls, and track changes over time.
You need to enrich a list of company websites with contact details and signals.
Outcome: Use the Employee Search API (still experimental) or HTML API with AI extraction to pull contact info and company signals into your CRM.
Use Cases
- Extract product prices and reviews from Amazon and Walmart for competitive monitoring.
- Feed structured web data into LLM pipelines using AI Query and CLI integrations.
- Monitor SERP results, ads, and shopping listings with sub-second Google Search API.
- Scrape YouTube video metadata, comments, and transcripts for content analysis.
- Enrich CRM data with real-time company information and contact details from websites.
- Compile training datasets for fine-tuning models by extracting text and structured data from any public website.
Models Under the Hood
as of 2026-08-19
Limitations
- Free tier provides 1,000 API credits for testing.
- Paid plans start at $19.99 per month with 75,000 credits and scale up to higher tiers.
- AI extraction works via JSON rules or natural-language queries, and dedicated APIs support LLM, RAG, and analytics pipelines.
as of 2026-08-23
Verification history
We have re-verified ScrapingBee 6 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published ScrapingBee tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Free
$0/mo
Ideal for
Developers testing the API with 1,000 credits; enough to try HTML rendering and AI extraction on a few pages.
What this tier adds
Starting tier with 1,000 free credits, no credit card required.
Hobby
$19.99/mo
Ideal for
Solo developers or small projects needing 75k credits/month with basic proxy rotation and JavaScript rendering.
What this tier adds
75,000 credits and concurrency of 25; includes JavaScript rendering, proxies, geotargeting, screenshots, and extraction rules.
Freelance
$49.99/mo
Ideal for
Freelancers or small agencies managing multiple client scraping jobs, needing 250k credits and higher concurrency.
What this tier adds
250,000 credits, concurrency 50, adds dedicated scraping APIs and priority email support.
Startup
$99.99/mo
Ideal for
Startups with moderate scraping volume (1M credits) and growing team needs, including dedicated APIs and priority support.
What this tier adds
1,000,000 credits, concurrency 100; same features as Freelance with more capacity.
Business
$249.99/mo
Ideal for
Established businesses with high scraping demands (3M credits) requiring 200 concurrency; recommended by vendor.
What this tier adds
3,000,000 credits, concurrency 200; includes dedicated account manager and team management.
Business+
$599.99/mo
Ideal for
Large teams with 8M credits and need for 400 concurrency, requiring enterprise-level support and management.
What this tier adds
8,000,000 credits, concurrency 400; same as Business with higher limits.
Enterprise 14
$999.99/mo
Ideal for
Enterprises needing 14M credits and 500 concurrency, with dedicated account manager and team management.
What this tier adds
14,000,000 credits, concurrency 500; same features at larger scale.
Custom
Custom
Ideal for
Very large enterprises requiring custom credit amounts, concurrency levels, and possibly custom SLAs.
What this tier adds
Custom credits and concurrency; includes all features like dedicated manager and team management.
Where the pricing makes sense
The company stage and team size where ScrapingBee's pricing actually pencils out — and where peers do it cheaper.
ScrapingBee is priced for developers and AI teams who need reliable, structured data at scale. The free tier (1,000 credits) is enough for testing but not production. Paid plans start at $19.99/mo for 75k credits, which is competitive with ScraperAPI and Crawlera, but the dedicated APIs and AI extraction justify the premium for LLM-driven use cases.
Setup time & first value
How long it actually takes to get something useful out of ScrapingBee — broken out by persona, not the marketing-page minute.
Sign up and get 1,000 free credits instantly. You can make your first API call within 5 minutes after reading the quickstart docs. For AI extraction, define your JSON rules or natural-language query and test in the playground. Integration with n8n or Zapier takes about an hour. Full production setup, including custom scenarios and proxy configuration, can take a day depending on target complexity.
Switching to or from ScrapingBee
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From ScraperAPI: Update your code to use ScrapingBee's HTML API endpoint, which uses a similar API key pattern. The dedicated APIs and AI extraction may reduce the need for custom parsing.
- ↗To ScraperAPI: If you need simpler pricing or more credits per dollar, switch by replacing the base URL and API key; features like rendering and proxies are compatible.
Integrations
Resources & Guides
Tutorials & Learning
Official links
Tools that pair well with ScrapingBee
Common stack mates teams adopt alongside ScrapingBee, with the specific reason each pairing earns its keep.
Featured Head-to-Head Comparisons
Scrapingbee vs Spider Cloud
For AI agents and RAG pipelines needing ultra-fast, low-cost crawling with open-source flexibility, Spider Cloud wins. For e-commerce scraping, SERP APIs, and no-code AI integrations (n8n, Zapier), ScrapingBee is the better pick — especially with its new concurrency boost and Gemini endpoint.
Scrapingbee vs Screenplayiq
If you need a film script evaluated by AI for marketability and box office potential, ScreenplayIQ is your specialized tool. If you need reliable web data extraction for your app or LLM pipeline, ScrapingBee is the proven infrastructure choice. Recent ScrapingBee updates (Gemini API, 5x concurrency) make it even more powerful for developers, while ScreenplayIQ focuses narrowly on screenwriting analysis.
Scrapingbee vs Temporal Ai
Choose Temporal AI if you need a robust, fault-tolerant orchestration platform for AI agents or multi-step workflows that survive failures. Choose ScrapingBee if your primary need is extracting structured data from the web at scale with minimal hassle, especially with AI-powered extraction and recent concurrency boosts.
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