ScrapingBee
ScrapingBee is a web scraping API for AI teams that returns clean JSON or Markdown from any site.
For teams piping live web data into LLMs, ScrapingBee's AI Query, Markdown Scraper, and CLI/MCP hooks are the strongest package on the market right now. Auto Mode and classic-proxy geotargeting (both July 2026) removed the two fiddliest parts of scraping — per-site config tuning and country routing. If you just need cheap HTML fetching at volume, ScraperAPI or Crawlera will cost less and do enough.
Verified 18m ago · liveness 76/100 · cite: rightaichoice.com/tools/scrapingbee
- AI and LLM teams needing real-time web data for RAG and retrieval pipelines
- E-commerce analysts tracking Amazon and Walmart prices, listings, and reviews at scale
- Market intelligence teams monitoring competitors, SEO/SEM, brand visibility, and GEO/AEO signals
- GTM teams doing lead enrichment and account intelligence on live web data
- Non-developers expecting a point-and-click scraper with no API work
- Teams that need unlimited free scraping — the free tier is 1,000 credits
- Projects requiring on-premise proxy control or full infrastructure ownership
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Skip ScrapingBee if you only need to scrape simple static pages at high volume and want the lowest cost per request, or if nobody on your team can write an API call.
Requests that need JavaScript rendering burn more credits per call than a plain fetch, so your 75,000 Hobby credits can drain faster than the headline number suggests.
ScrapingBee's pricing maps to volume: Hobby at $19/mo for 75,000 credits fits solo developers and small side projects; Freelance at $49/mo and Startup at $99/mo fit small teams and agencies; Business at $249/mo and Business+ at $599/mo fit scale operations. ScraperAPI is the cheaper commodity alternative, Crawlera and NetNut are the peer comparisons the vendor names, and enterprise tiers go custom.
In short
ScrapingBee — ScrapingBee is a web scraping API for AI teams that returns clean JSON or Markdown from any site. Best for AI and LLM teams needing real-time web data for RAG and retrieval pipelines, E-commerce analysts tracking Amazon and Walmart prices, listings, and reviews at scale, Market intelligence teams monitoring competitors, SEO/SEM, brand visibility, and GEO/AEO signals. Free to start; paid plans from $49/mo.
What's new in ScrapingBee
Checked todayAcross the latest 2 updates: 2 feature updates.
Geolocation Now Available for Classic Proxies
Classic proxies now support country-level geotargeting via the country_code parameter, with graceful handling when a requested country is unsupported.
Introducing Auto Mode: Automatic Configuration for Web Scraping
Auto Mode tests proxy configurations automatically, uses the first that works, and caps cost with a maximum credit limit so you stop hand-tuning proxy settings per site.
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.
Average across the 2 sources that answered — each source counts once, not each post.
- +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: October 2026
How we score →Key Features
- HTML API: fetch raw page content from public sites in one call
- Fast Search API: real-time SERP data in under 1 second
- AI Query: natural-language field description to structured JSON, no selectors
- Markdown Scraper: convert any page to clean Markdown or plain text for LLMs
- JavaScript scenario execution: clicks, scrolls, waits, and form fills before extraction
- Screenshot capture of browser-rendered pages on demand
- CSS/XPath extraction rules for precise data targeting
- Rotating, premium residential, and stealth proxies with lower block rates
- Country-level geotargeting, including classic proxies via country_code (July 2026)
- Auto Mode: automatic proxy configuration testing with a max credit cost cap (July 2026)
- CLI plus Skills for AI coding agents including ChatGPT, Claude, Codex, Cursor, Claude Code, Gemini
- MCP Server giving AI agents direct access to web scraping
- Dedicated Amazon API: product details, pricing, and reviews at 99% success rate
- Dedicated Walmart API: store inventory, pricing, and review data
- Vendor-cited 2.5s median response time on Amazon scraping
About ScrapingBee
ScrapingBee is a managed web scraping API built for developers who feed live web data into LLMs and analytics pipelines. You send one HTTP call and get back raw HTML, clean Markdown, or structured JSON — proxy rotation, headless Chrome rendering, and anti-bot defenses are handled for you, so there's no proxy fleet or browser stack to maintain. The product splits into two halves. The core HTML API covers anything: JavaScript rendering in headless Chrome, custom interaction scenarios (clicks, scrolls, waits, form fills), CSS/XPath extraction rules, and screenshot capture. Alongside it sit dedicated scraper APIs that return ready-to-use data without parsing — Amazon, Walmart, Google, YouTube, ChatGPT, Gemini, plus an Employee Search endpoint and a Fast Search API that returns SERP data in under a second. For AI workflows, extraction works two ways: define fields in JSON rules, or describe what you want in natural language with AI Query and get structured JSON with no selectors. A CLI and MCP server connect the platform to ChatGPT, Claude, Codex, Cursor, Claude Code, and Gemini, so agents can pull fresh pages directly. Pricing is credit-based and gets generous quickly: Freelance at $49/mo for 250,000 credits scales to Business+ at $599/mo for 8M credits and Enterprise tiers up to 69M credits, all with 1,000 free credits and no credit card to start. Two July 2026 releases tightened the operational side — country-level geotargeting for classic proxies via country_code, and Auto Mode, which tests proxy configurations automatically and caps spend with a maximum credit limit. E-commerce and price-monitoring teams get the most out of the dedicated Amazon and Walmart endpoints; ScraperAPI and Crawlera remain cheaper for plain commodity scraping.
Behind the Verdict
Reach for ScrapingBee when the output matters more than the fetching. The Markdown Scraper and AI Query exist because LLM pipelines need clean text and structured fields, not HTML you then write a parser for — and that framing runs through the whole product, from the ChatGPT and Gemini APIs to the MCP server that lets Claude Code or Cursor pull a page mid-task. The dedicated scraper APIs are where the money is earned. Amazon, Walmart, Google, and YouTube endpoints return product, pricing, review, and transcript data without custom parsing, and the vendor cites a 99% Amazon success rate at a 2.5s median response time. If you're monitoring prices or reviews at volume, that's weeks of parsing work you don't do. Where it bites: this is an API product. If your team wants a point-and-click scraper with a UI, you're in the wrong aisle. The 1,000 free credits let you evaluate, not operate a production job. And ScrapingBee doesn't store or process your data beyond extraction — you need your own warehouse downstream. Auto Mode is the sleeper feature. Rather than hand-testing proxy configurations per site, it tries configs, uses the first that works, and caps cost with a max credit limit. Combined with country-level geotargeting on classic proxies (July 2026), the day-to-day maintenance burden drops noticeably for teams running dozens of different targets. Versus the closest alternative: ScraperAPI is the obvious cost comparison and wins on plain commodity scraping volume. Crawlera is another budget option with long-standing proxy credibility. Where ScrapingBee pulls ahead is the AI-extraction layer, the dedicated e-commerce and LLM APIs, and the CLI/MCP integration into coding agents — none of which the cheaper options ship at the same depth. Pick it if you're an AI,
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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 point AI Query at a set of documentation and news pages, describe the fields in natural language, and receive structured JSON to embed; the CLI lets you trigger the same jobs from Claude Code or Codex during development.
Outcome: Fresh, structured page data lands in your vector store without you writing or maintaining CSS selectors.
You call the dedicated Amazon and Walmart APIs on a schedule to pull product details, listings, and reviews, then diff them against last week's snapshot.
Outcome: You catch competitor price moves and listing changes without maintaining your own scrapers or proxy pool.
You enrich inbound leads by scraping company pages and account signals, piping results through the Make or n8n integration into your CRM.
Outcome: Leads arrive with company details and intent signals attached, without a separate data vendor.
Use Cases
- Feed live web pages into LLM/RAG pipelines as structured JSON or Markdown without writing selectors.
- Track Amazon and Walmart product prices, listings, and reviews for competitive monitoring at scale.
- Monitor SERP results, ads, and shopping listings with the sub-second Google Search API.
- Pull YouTube video metadata, comments, and transcripts for content analysis.
- Enrich CRM and lead data with real-time company and contact details from public websites.
- Collect alternative data and regulatory signals for fintech risk and compliance workflows.
- Run threat-intelligence workflows: leaked credential monitoring, brand abuse, attack surface discovery.
- Trigger scrapes from inside AI coding agents via the CLI and MCP server.
Models Under the Hood
as of 2026-09-24
Limitations
- ScrapingBee is an API, so you need to write or wire code even when using the n8n, Zapier, or Make integrations.
- The free tier is only 1,000 credits, which is a test allowance rather than a working budget.
- Credit consumption is not uniform: requests that need JavaScript rendering, premium residential proxies, or stealth handling cost more credits than a plain fetch, so cost per URL varies and is hard to predict up front.
- There is no built-in storage or post-processing, so you own your own pipeline from response to database.
- Higher concurrency is locked behind higher plans (25 concurrent requests on Hobby up to 400 on Business+), so burst capacity depends on your tier.
- All listed prices exclude VAT.
as of 2026-09-14
Verification history
We have re-verified ScrapingBee 8 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
Showing the 6 most recent of 8 verification passes.
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
Ideal for
Developers evaluating ScrapingBee or prototyping a single small scrape before committing budget.
What this tier adds
Free entry point: 1,000 credits, no credit card required, with access to all API features.
Freelance
$49/mo
Ideal for
Solo developers and small agencies running regular scrapes for a handful of client or personal projects.
What this tier adds
Adds 250,000 credits and 50 concurrent requests over the free tier.
Startup
$99/mo
Ideal for
Small teams scaling scraping into a production data pipeline for AI, e-commerce, or market research.
What this tier adds
Jumps to 1,000,000 credits and 100 concurrent requests, double the Freelance capacity.
Business
$249/mo
Ideal for
Established data teams running continuous monitoring across many sources and geographies.
What this tier adds
Raises capacity to 3,000,000 credits and 200 concurrent requests.
Business +
$599/mo
Enterprise 14
$999/mo
Enterprise 24
$1,599/mo
Enterprise 69
$3,599/mo
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's pricing maps to volume: Hobby at $19/mo for 75,000 credits fits solo developers and small side projects; Freelance at $49/mo and Startup at $99/mo fit small teams and agencies; Business at $249/mo and Business+ at $599/mo fit scale operations. ScraperAPI is the cheaper commodity alternative, Crawlera and NetNut are the peer comparisons the vendor names, and enterprise tiers go custom.
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.
Developers get first data in minutes: sign up with email or Google, grab 1,000 free credits with no credit card, and make a first HTML API call. AI Query and dedicated APIs are similarly quick since there are no selectors to write. Wiring a production pipeline with retries and storage takes longer, and non-developers should budget extra time for the n8n, Zapier, or Make setup.
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 or Crawlera: swap the endpoint and auth header, then move custom extraction to AI Query or CSS/XPath rules.
- →From a self-hosted proxy plus headless Chrome stack: replace your fetch layer with one HTML API call and drop proxy maintenance.
- →From custom Amazon/Walmart parsers: replace them with the dedicated scrapers and stop repairing selectors when layouts change.
- ↗To ScraperAPI or Crawlera: for commodity scraping where the AI extraction and dedicated APIs add no value, the switch is a header and endpoint change.
- ↗To a self-hosted scraping stack: if you need full infrastructure control or on-premise proxies, you would rebuild the access layer yourself.
- ↗To a no-code scraper: if you want a point-and-click product with no API calls, a graphical scraper is a better fit than an API-first tool.
Integrations
Resources & Guides
- Resourcescrapingbee.com
Documentation · ScrapingBee
Helpful link from scrapingbee.com
- Tutorialscrapingbee.com
Tutorials · ScrapingBee
Step-by-step walkthrough from scrapingbee.com
- Resourcescrapingbee.com
Faq · ScrapingBee
Helpful link from scrapingbee.com
- Resourcescrapingbee.com
Blog · ScrapingBee
Helpful link from scrapingbee.com
Tutorials & Learning
YouTube returned 6 videos for “ScrapingBee”, and we withheld 6: 6 could not be judged, because “ScrapingBee” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about ScrapingBee.
Official links
Tools that pair well with ScrapingBee
Common stack mates teams adopt alongside ScrapingBee, with the specific reason each pairing earns its keep.
Context.dev
Web scraping API that turns any page into clean Markdown, structured JSON, screenshots, and brand data for AI agents
Spider Cloud
Spider Cloud is a web scraping and crawling API that turns live pages into markdown or JSON for agents and RAG pipelines.
Crawl4AI
Open-source, LLM-ready crawler that turns any URL into clean Markdown, typed JSON, or search results — self-hosted or via a paid cloud API.
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.
Alternatives to ScrapingBee
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Context.dev
Web scraping API that turns any page into clean Markdown, structured JSON, screenshots, and brand data for AI agents
Spider Cloud
Spider Cloud is a web scraping and crawling API that turns live pages into markdown or JSON for agents and RAG pipelines.
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