ClawEngine.ai

Compare

ScrapingBee alternative options compared: typed fields instead of HTML you still parse

The short answer

The best ScrapingBee alternative depends on what you do with the page. If you need structured data for an LLM rather than HTML to parse, ClawEngine returns typed JSON or clean markdown from one call, from $39 a month, and Firecrawl is the markdown-first option at $16. ScraperAPI is cheaper per request at high volume. ScrapingBee still wins on simplicity, and its bundled Google Search API on every tier is a genuine advantage nothing else here matches.

ScrapingBee is a clean, reliable scraping API that handles JavaScript rendering and the headless-browser plumbing for you, with a developer-friendly experience that many teams appreciate. If you want a dependable way to fetch a rendered page without running your own browsers, it does that simply and well.

The difference people weigh when they look at ScrapingBee alternatives is what you get back and how much crawling is built in. ScrapingBee typically returns rendered HTML you then parse. ClawEngine crawls across a site, renders JavaScript and extracts typed structured fields against a schema in one call, then returns clean markdown or typed JSON ready to embed for RAG and agents, so there is no parsing layer to write. It is managed, with no proxy or headless fleet to run, and built for public and permitted data only, respecting robots.txt and site Terms of Service.

Crawl · render JS · extract typed fields · robots.txt respected

Extraction demo
POST
Try:

Hit Extract to turn this page into clean, LLM-ready data.

robots.txt respected · public data only ·

Markdown · JSON · structured fields, from one API call. Crawling, rendering and extracting ... Samples are recorded. Your own URL is crawled live.

ScrapingBee is a reliable single-page rendering API that returns HTML to parse, while ClawEngine crawls, renders JS and extracts typed fields in one call and returns LLM-ready markdown or JSON.

All the options

10 ScrapingBee alternatives, compared

Published US list prices, checked in September 2026. We include ourselves, and we say where each tool beats us.

Swipe to compare all columns →

Alternative Starts at Free tier Output Best for
ClawEngine $39/mo No free plan Clean markdown or typed JSON Teams that want one compliance-first pipeline returning LLM-ready data for RAG and agents
Firecrawl $16/mo Yes, 1,000 credits a month Clean markdown, plus structured extraction Fast site-to-markdown for LLM workflows, and teams that want the option to self-host
Bright Data Usage-based 5,000 records or requests a month per product JSON and datasets, not markdown-first Enterprise-scale proxy networks and prebuilt datasets for hard, heavily defended targets
Apify $19/mo Yes, $5 credits JSON, CSV and dataset exports Teams that want a prebuilt scraper for a specific site rather than building one
ScraperAPI $49/mo 1,000 credits a month, plus a 7-day 5,000-credit trial Raw HTML, with structured endpoints for some sites High-volume proxy rotation at a low cost per request
ZenRows $16/mo Yes, 5,000 credits a month HTML, with markdown and parsing options Sites behind aggressive anti-bot systems
Oxylabs $49/mo Trial, up to 2,000 results HTML, JSON via parsers, and markdown Enterprises pulling high volumes from hard, well-known targets like major marketplaces
Crawl4AI Free, open source Yes, fully open source Markdown, Fit Markdown, or JSON for embedding Engineering teams happy to run and maintain the infrastructure themselves
Diffbot $299/mo Yes, 10,000 credits a month Structured JSON entities, plus a Knowledge Graph Enterprises that need web-wide entity intelligence and rule-less extraction across many different site layouts
ScrapeGraphAI $20/mo Yes, 500 credits Structured JSON from a natural-language prompt or schema, plus markdown Teams that want LLM-driven extraction from a plain-English prompt, or an MIT-licensed Python library they can run themselves

ClawEngine

Hobby $39, Startup $99, Scale $399, Enterprise custom

Where it wins. Crawl, JavaScript rendering and typed schema extraction happen in a single API call, and robots.txt plus site Terms of Service are respected by default.

What to watch. There is no free plan, so it is priced for teams running real pipelines rather than one-off experiments.

Firecrawl

Free 1,000 credits a month (2 concurrent), Hobby $16 (5k credits, 5 concurrent), Standard $83 (100k, 25), Growth $333 (500k, 50), Scale $599 (1M, 100), Enterprise by quote. Prices shown are the billed-yearly rate; billed monthly, Hobby is $19, Standard $99 and Growth $399

Where it wins. Excellent developer experience, a well-loved open-source project, and markdown output tuned for token efficiency.

What to watch. The headline 1 credit a page is the plain scrape only. Asking for structured JSON adds 4 credits, so a page you want back as typed fields is 5 credits, which turns Standard from $0.83 into $4.15 per 1,000 pages. PDF parsing adds 1 credit a PDF page, a prompt injection check adds 4, zero data retention adds 1, Map is 1 credit a call, Search is 2 per 10 results, and Interact is 2 to 7 credits a browser minute. A page that comes back as a 403 or 404 still costs 1 credit; only a request that returns no document at all is free. Plan credits do not roll over except on annual Scale, and pay-as-you-go top-ups run $5.00 per 1,000 extra credits on Hobby, $2.50 on Standard, $2.00 on Growth and $1.00 on Scale, up to three times the in-plan rate.

Bright Data

Web Scraper API billed per record: free tier 5,000 records a month, pay-as-you-go $1.50 per 1,000, Scale $499 a month for 384,000 records then $1.30 per 1,000, Enterprise by quote. You pay only for successful deliveries. Web Unlocker and SERP API use the same $1.50 and $1.30 rates per 1,000 requests, while the Browser API is metered by bandwidth at $8 per GB pay-as-you-go

Where it wins. The largest proxy network in the category (150M+ residential IPs across 195 countries) and hundreds of prebuilt domain scrapers and ready-made datasets.

What to watch. It is a broad platform rather than a single LLM-ready endpoint, so output usually needs cleaning before you can embed it, and the pricing surface is complex: each product has its own meter (records, requests or gigabytes), plans carry a minimum monthly commitment billed from the 1st, and unused plan volume does not roll over.

Apify

Free ($5 usage), Starter $19, Scale $199, Business $999 billed monthly (about 10 percent less billed annually), each including that dollar value of usage. Actor compute is billed per compute unit at $0.20 (Free and Starter), $0.16 (Scale) or $0.13 (Business), with proxies charged on top

Where it wins. A marketplace of thousands of prebuilt Actors, so common targets are already solved, plus a full automation and scheduling platform.

What to watch. Costs stack in layers: the plan buys a dollar allowance, Actor compute burns it at $0.13 to $0.20 per compute unit, and residential proxies add $7 to $8 per GB on top. Unused allowance expires monthly, and output is generic JSON rather than LLM-ready markdown.

ScraperAPI

Free plan 1,000 credits at 5 threads, plus a 7-day trial of 5,000. Hobby $49 (100k credits, 20 threads), Startup $149 (1M, 50), Business $299 (3M, 100), Scaling $475 (5M, 200), Professional $975 (10.5M, 300), Advanced $1,975 (21.5M, 500), Enterprise by quote above 22M. Annual billing takes 10 percent off every tier

Where it wins. Strong price per request at volume and a very simple drop-in proxy API.

What to watch. The multipliers decide the bill: a plain request is 1 credit, render 10, premium 10, screenshot 10, premium with render 25, ultra premium 30 and ultra premium with render 75, while Amazon, Walmart and eBay cost 5, Google and Bing 25 and LinkedIn 30, and clearing Cloudflare, DataDome or PerimeterX adds 10. Two policies matter more than the rates: credits do not roll over, and pay-as-you-go overage is available only on Scaling and above, so hitting 100 percent on Hobby, Startup or Business stops the pipeline until you upgrade. Only 200 and 404 responses are billed. It is proxy infrastructure first, so an LLM pipeline still needs its own parsing, boilerplate stripping and schema layer.

ZenRows

Free tier (5,000 credits a month, 5 concurrent), Build $16 (45,000 credits, 20 concurrent), Launch $57 (250,000, 50), Growth $165 (1.2M, 100), Scale $456 (5M, 200), Enterprise custom (400 to 1000+ concurrent). Prices shown are the billed-yearly rate; billed monthly they are $19, $69, $199 and $549

Where it wins. Focused on getting through Cloudflare, DataDome and PerimeterX where simpler fetchers fail.

What to watch. The multipliers set the real price, not the headline credit count: a plain fetch is 1 credit, a JavaScript-rendered page is 5, premium proxies are 10, and premium with rendering is 25, which is the ceiling. Residential bandwidth is billed at a flat 25,000 credits per GB, and Browser Sessions add 5 credits a minute on top of bandwidth. Launch at $57 therefore buys about 50,000 rendered pages. Failed requests are not charged, but 404 and 410 responses count as successful. You also get HTML back, so the cleaning and structuring work for an LLM is still yours.

Oxylabs

Web Scraper API: free trial up to 2,000 results, Micro $49 (up to 98,000), Starter $99 (up to 220,000), Advanced $249 (up to 622,500), Business $999 (up to 3,330,000), Custom by quote. Residential proxies are a separate purchase: $30/5GB, $100/20GB, $500/125GB, $2,500/1TB, which is $6.00 down to $2.50 per GB

Where it wins. Enterprise-grade unblocking, a large global proxy network, and dedicated parsers for major targets, plus a free Custom Parser for your own CSS or XPath rules.

What to watch. Two rules move the real bill. First, rates are set by target category, roughly $0.25 to $0.50 per 1,000 for Amazon, $0.50 to $1.00 for Google, $0.70 to $1.15 for other sources and $0.95 to $1.35 with JavaScript rendering, and the headline result count is quoted against the cheapest one. Oxylabs own maximum-results table shows the same free trial buying 2,000 Amazon results but only 769 JavaScript-rendered results from an ordinary site, a 2.6 times spread that carries up the whole ladder. Second, the billing documentation counts any 2xx or 4xx response as a successful result, so a 404 on a dead link or a 403 from a site that blocked you is billed at full rate. Whole-site crawling means buying a second product.

Crawl4AI

Apache-2.0, no license cost. You pay for your own servers, proxies and engineering time. A hosted Cloud API is in closed beta with no public pricing

Where it wins. No vendor bill at all, full control, deep crawling with BFS, DFS and best-first strategies, and output already shaped for RAG ingestion. It is the most popular open-source crawler in the category, with roughly 82,000 GitHub stars.

What to watch. You own the ops: proxy rotation, browser fleet, retries, blocks and upgrades. Free software is not free infrastructure.

Diffbot

Free 10,000 credits a month, Startup $299 (250k credits), Plus $899 (1M credits), Enterprise custom. Overage is $0.001 a credit on Startup and $0.0009 on Plus

Where it wins. A pre-built Knowledge Graph of more than 10 billion entities you can query instead of crawling, and computer-vision extraction that classifies and structures pages with no per-site rules to write.

What to watch. The first paid tier is $299 a month and credits are consumed fast (a Knowledge Graph record costs 25 credits, a data-center proxy request doubles the cost), so for plain RAG ingestion it is expensive and heavier than you need.

ScrapeGraphAI

Free 500 credits, Starter $20 (10k credits), Growth $100 (100k), Pro $500 (750k), Enterprise custom, about 15 percent less billed yearly. The Python library is MIT licensed and free to self-host.

Where it wins. The open-source library (MIT, 30.8k GitHub stars) is a genuine option rather than a demo, it plugs into OpenAI, Groq, Azure, Gemini or a local Ollama model, and the managed API starts at $20 a month, just above the cheapest entry plans in the category.

What to watch. The managed API bills per credit and the rate depends on the endpoint (extract costs 5 credits, stealth adds 4 to 9 depending on the render mode, a crawl adds 2 on top of per-page scrape cost), so cost per page is harder to predict. Failed requests are not charged. Self-hosting means you supply the LLM key and pay model tokens on every page.

Want the full field, including ScrapingBee? Read the best web scraping API buyer's guide.

Side by side

ScrapingBee vs ClawEngine, honestly

A fair look at what each does well. Both are capable tools. Here is where they differ.

What matters ClawEngine ScrapingBee
Default output Clean markdown or typed JSON, tuned for RAG and agents Rendered HTML you parse yourself
Crawling Crawl across a site in one request Per-page fetch and render
Structured extraction Define a schema, get typed fields back You write extraction from the HTML
JS rendering Built in, part of the same call Built in, a core strength
Infrastructure to run None, fully managed crawling None, managed headless rendering
Compliance posture Public and permitted data only, respects robots.txt and ToS You configure scope and responsibilities
Best suited for Teams wanting LLM-ready data with no parsing Teams wanting reliable rendered HTML per page

Comparison reflects general, publicly understood positioning. Capabilities change, so check each product for the latest.

Why teams pick ClawEngine

One API that turns any website into clean, LLM-ready data

No parsing layer to write

ScrapingBee returns rendered HTML you then parse. ClawEngine returns clean markdown or typed JSON with the structure already extracted, so you skip writing and maintaining selectors.

Crawl, not just fetch

Beyond fetching a single page, ClawEngine crawls across a site and renders JavaScript in the same call, so you can turn a whole section into LLM-ready data in one request.

LLM-ready and compliant

Output is tuned for RAG and agents, and ClawEngine is built for public and permitted data only, respecting robots.txt and site Terms of Service by default.

People also ask

ScrapingBee alternatives: the questions buyers ask

What is the best ScrapingBee alternative?

For LLM and RAG pipelines, ClawEngine and Firecrawl are the strongest options, because they return clean markdown or typed JSON instead of HTML you have to parse. For pure volume at the lowest cost per request, ScraperAPI is the value pick. For sites behind aggressive anti-bot systems, ZenRows handles more of them.

How much does ScrapingBee cost?

ScrapingBee starts at $19 a month on the Hobby plan, with Freelance at $49, Startup at $99, Business at $249 and Business+ at $599, and it includes 1,000 free API calls to trial it. A Google Search API is bundled into every tier, which is the reason a lot of teams choose it over assembling their own SERP solution.

Does ScrapingBee return structured data?

ScrapingBee mainly returns rendered HTML, with some extraction rules available on top. That means the parsing, boilerplate stripping and schema mapping are still your responsibility. APIs built for AI pipelines instead return markdown or typed JSON that you can chunk and embed directly.

Is ScrapingBee good for AI and LLM data?

It works, but it leaves you a cleaning stage. HTML carries navigation, ads and scripts that waste tokens and hurt retrieval quality, so you will write and maintain a parsing layer before the data is usable in RAG. Tools that emit LLM-ready output remove that work.

Good questions

ScrapingBee vs ClawEngine, answered

If you want LLM-ready output and built-in crawling plus typed extraction rather than raw HTML, yes. ScrapingBee is a clean, reliable rendering API. ClawEngine adds crawling and schema extraction and returns markdown or typed JSON ready for RAG and agents.
Yes. JavaScript rendering is built in and runs as part of the same call that crawls the site and extracts typed fields, so dynamic pages come back fully rendered.
No. You define a schema and ClawEngine returns typed structured fields, or clean markdown, so there is no HTML parsing layer to write or maintain.
Yes. ClawEngine is for public and permitted data only and respects robots.txt and site Terms of Service. You remain responsible for what you choose to crawl.

More comparisons

See how ClawEngine compares

vs Firecrawl

Firecrawl alternative

Crawl, render JS and extract typed fields in one call, with compliance-first defaults.

vs Apify

Apify alternative

Skip the actor marketplace: one API returns LLM-ready markdown and typed JSON.

vs Bright Data

Bright Data alternative

LLM-ready output and one simple API, instead of running your own proxy stack.

vs ScraperAPI

ScraperAPI alternative

Past the proxy layer: crawl, render and typed extraction that returns LLM-ready data.

vs ZenRows

ZenRows alternative

Beyond unblocking: crawl, render and typed extraction that returns LLM-ready data.

vs Oxylabs

Oxylabs alternative

Enterprise unblocking is not the same as LLM-ready data. Crawl, render and extract in one call.

vs Crawl4AI

Crawl4AI alternative

Free to license, not free to run. The managed alternative when ops time costs more than the bill.

vs Diffbot

Diffbot alternative

A lighter, lower-cost managed API when you need clean page data for RAG, not a 10-billion-entity Knowledge Graph.

vs ScrapeGraphAI

ScrapeGraphAI alternative

Predictable per-page cost and typed schema extraction, with no LLM key to supply and no token bill per page.

vs Scrapy

Scrapy alternative

Rendering, retries and typed extraction as a managed call, with no spiders or browser fleet to operate.

vs Browserbase

Browserbase alternative

When you need pages read at volume rather than a browser session driven step by step.

vs Exa

Exa alternative

For teams who already know which sites they need and want the whole site crawled, not semantically searched.

vs Tavily

Tavily alternative

For teams past the prototype: scoped crawls, page budgets and typed fields pulled from the rendered page.

vs Jina Reader

Jina Reader alternative

Whole-site crawling and typed schema extraction, for teams who have outgrown reading one URL at a time.

vs Zyte

Zyte alternative

Flat monthly plans and typed schema extraction, without per-tier request pricing you cannot forecast.

vs Parallel AI

Parallel AI alternative

Live pages and whole-site crawling, when a cached index and excerpts are not enough.

vs Scrapfly

Scrapfly alternative

Flat per-page pricing with rendering included, instead of a 6x browser multiplier.

vs Olostep

Olostep alternative

A published per-page rate you can forecast, instead of a credit count you learn after the call.

Turn any website into clean, LLM-ready data

One API: a URL in, clean markdown or typed JSON out. ClawEngine crawls, renders JavaScript and extracts typed structured fields in a single call, ready to embed for your RAG pipelines and AI agents.

See pricing

LLM-ready output · one API call · public, permitted data only · robots.txt respected