ClawEngine.ai

Compare · Updated August 2026

Scrapfly alternatives: 11 web scraping APIs compared, and the render multiplier that decides your bill

The short answer

Scrapfly is a credit-metered scraping API with a strong anti-bot layer. A plain HTTP request on a datacenter IP costs 1 API credit, JavaScript rendering adds 5 more, and residential proxies cost 25, so the same page can bill anywhere from 1 to 30 credits depending on flags you set. That makes the headline rate misleading on its own: on the Pro plan, 1,000 unrendered pages cost about $0.10 while 1,000 rendered pages cost about $0.60. ClawEngine bills a flat page allowance with JavaScript rendering already included, at about $0.78 per 1,000 pages on Hobby and $0.27 on Scale. The crossover sits near 60 percent: if more than roughly three in five of your pages need a browser, flat pricing wins. Scrapfly still beats us outright on defended targets, because we defeat no anti-bot system.

Scrapfly and ClawEngine both turn a URL into data, and they charge for completely different things. Scrapfly sells credits, and the number of credits a request burns depends on flags you set: 1 for plain HTTP on a datacenter IP, 6 once you turn on JavaScript rendering, 25 on a residential proxy, 30 for both. ClawEngine sells a monthly page allowance with rendering already included, so a page costs the same whether it was static HTML or a single-page app that took four seconds to build.

That difference is the whole comparison. Teams that scrape mostly static, permitted pages get a genuinely cheap deal from Scrapfly, around ten cents per thousand pages on the Pro plan. Teams building retrieval pipelines over modern documentation sites, product catalogs and marketing pages render almost everything, which multiplies the same bill by six.

The second difference matters more for AI work and is easy to miss on the pricing page. Scrapfly has a real Crawler API that walks a site recursively from seed URLs, with page, depth, duration and credit limits. It returns gzipped WARC or HAR. Those are archive formats, excellent for compliance and replay, and a full preprocessing project if what you wanted was clean markdown to chunk and embed.

Where Scrapfly wins is not close and we will say it plainly: it defeats anti-bot systems and we do not. Its Anti Scraping Protection layer identifies the protection on a target, tunes the request and can silently upgrade you to a private proxy pool, and it does not bill failed scrapes. If your targets fight back, buy that. If your targets are permitted pages and your problem is turning them into model input, keep reading.

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Scrapfly is the stronger buy when your targets are defended and success rate is the product, because its Anti Scraping Protection layer, residential pool and no-charge-on-failure policy are built for exactly that fight. ClawEngine is the better fit when your targets are public, permitted pages and the expensive part is turning them into clean markdown or typed JSON, because rendering is included in a flat page price and the crawl returns documents rather than a WARC archive you still have to process.

All the options

11 Scrapfly alternatives, compared

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

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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 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 Trial credits JSON and datasets, not markdown-first Enterprise-scale proxy networks and prebuilt datasets for hard, heavily defended targets
Apify $29/mo Yes, $5 credits JSON, CSV and dataset exports Teams that want a prebuilt scraper for a specific site rather than building one
ScrapingBee $19.99/mo 1,000 free API credits, no card Raw HTML, with some extraction rules Simple proxy plus JavaScript rendering behind a clean REST API
ScraperAPI $49/mo 5,000 credits, then 1,000 a month 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 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 (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

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. Credits are charged whenever the request is processed, regardless of what the target returns.

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

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.

Apify

Free ($5 usage), Starter $29, Scale $199, Business $999, 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.

ScrapingBee

Hobby $19.99 (75k credits), Freelance $49.99 (250k), Startup $99.99 (1M), Business $249.99 (3M), Business+ $599.99 (8M), then an Enterprise ladder from $999.99 (14M) to $5,799.99 (120M). Concurrency runs from 25 threads to 900

Where it wins. Very easy to adopt, dependable rendering, and a Google Search API bundled into every tier.

What to watch. JavaScript rendering is on by default and costs 5 credits, so a Freelance plan is 50,000 rendered pages rather than the 250,000 the credit count suggests. Premium proxy is 10 credits alone or 25 with rendering, and stealth proxy is 75. You also mostly get HTML back, so the cleaning, chunking and structuring work for an LLM is still yours to do.

ScraperAPI

5,000 credits on signup then 1,000 free a month at 5 threads, Hobby $49 (100k credits, 20 threads), Startup $149 (1M, 50), Business $299 (3M, 100), Scaling $475 (5M, 200), Enterprise by quote. Annual billing drops those to $44, $134, $269 and $427

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 flat request is 1 credit, render adds 10, premium adds 10, premium with render is 25, ultra premium with render is 75, and Amazon, SERP and LinkedIn targets are 5, 25 and 30. 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, 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)

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. You also get HTML back, so the cleaning and structuring work for an LLM is still yours.

Oxylabs

Web Scraper API: Micro $49, Starter $99, Business $999, Custom+ by quote. Proxies are priced separately, residential from $6/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. The headline result counts are best-case for a single cheap target: Oxylabs own FAQ notes the Micro plan's 98,000 results apply to Amazon, and spreading the same plan across mixed targets works out closer to 16,000 per target. 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

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 72,000 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

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 one-time, Starter $20 (10k credits), Growth $100 (100k), Pro $500 (750k), Enterprise custom. The Python library is MIT licensed and free to self-host.

Where it wins. The open-source library (MIT, 28.4k 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, below our own floor.

What to watch. The managed API bills per credit and the rate depends on the endpoint (extract costs 5 credits, stealth adds 5, a crawl adds 2 on top of per-page scrape cost), so cost per page is harder to predict. Self-hosting means you supply the LLM key and pay model tokens on every page.

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

Side by side

Scrapfly vs ClawEngine, honestly

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

What matters ClawEngine Scrapfly
How a page is priced Flat monthly page allowance, rendering included at no multiplier API credits: 1 plain, 6 rendered, 25 residential, 30 for both
Cost per 1,000 rendered pages $0.78 on Hobby, $0.40 on Startup, $0.27 on Scale $0.90 on Discovery, $0.60 on Pro and Startup, $0.55 on Enterprise
Cost per 1,000 plain HTML pages Same as any other page, no discount for skipping the browser $0.15 on Discovery, $0.10 on Pro and Startup, $0.09 on Enterprise
Whole-site crawl output One clean markdown or typed JSON document per page Gzipped WARC or HAR archive, which you unpack and convert yourself
Anti-bot bypass None. We do not defeat Cloudflare, DataDome or PerimeterX Core strength. ASP fingerprints the target and tunes the request
Residential proxies Not offered Yes, at 25 credits per request instead of 1
Billing on failure Failed pages do not count against your allowance Failed scrapes are free, unless over 30 percent fail within an hour
Free tier No free plan. Live extraction console on the site is free to try 1,000 credits a month at 5 concurrency, no card required
Concurrency Rises with the plan, priority crawling on Scale 5, 5, 20, 50 and 100 across Free, Discovery, Pro, Startup, Enterprise
Overage rate Per page, billed above the plan allowance $5.00, $3.50, $2.00 and $1.20 per 10,000 credits by tier
Typed schema extraction Declare any schema, filled in the same call, no extra rate Extraction API available, priced separately from the scrape
Best suited for RAG and agent pipelines over permitted, JavaScript-heavy pages Defended targets where getting the response at all is the hard part

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

The render multiplier is the real price, and it is 6x

A Scrapfly credit buys a plain HTTP fetch. Turning on JavaScript rendering costs five more, so the page you actually needed is six credits, not one. On Pro that moves 1,000 pages from about $0.10 to about $0.60. Model your bill on the share of pages that need a browser, not on the headline rate, because for most modern sites that share is close to everything.

A WARC archive is not a knowledge base

Scrapfly documents WARC and HAR as the Crawler API artifacts. Both are the right answer for archival, compliance and replaying a session. Neither is the right answer for chunking and embedding, because you still have to unpack the archive, isolate the response bodies, strip navigation and footers, and convert what is left to markdown. That preprocessing stage is the work a crawl API is supposed to remove.

Pro and Startup cost the same per credit

Pro is $100 for 1,000,000 credits and Startup is $250 for 2,500,000. Both work out to $0.10 per 1,000 credits, so moving up does not buy cheaper pages. What it buys is concurrency, 20 to 50, and a much better overage rate, $3.50 down to $2.00 per 10,000. Upgrade for throughput and for headroom above your allowance, not for unit price.

People also ask

Scrapfly alternatives: the questions buyers ask

What is the best Scrapfly alternative?

It depends which Scrapfly feature you are actually paying for. If you buy it for the anti-bot layer, the honest swaps are Bright Data, Oxylabs or ZenRows, because success rate on defended targets is the whole product. If you buy it to turn ordinary permitted pages into clean model input, a crawl API that returns markdown or typed JSON removes more work, and ClawEngine, Firecrawl and Crawl4AI are the three to look at. Do not swap an unblocking vendor for a cleaning vendor and expect the same success rate.

How much does Scrapfly cost?

Scrapfly sells API credits on five tiers. Free gives 1,000 credits at 5 concurrency. Discovery is $30 for 200,000 credits at 5 concurrency. Pro is $100 for 1,000,000 at 20. Startup is $250 for 2,500,000 at 50. Enterprise is $500 for 5,500,000 at 100. Annual billing takes 16 percent off. What a credit buys is the part that decides the bill, because a rendered page costs six of them.

How many credits does a Scrapfly request use?

One credit for plain HTTP through a datacenter proxy. Turning on render_js adds 5, so a rendered page is 6. A residential proxy costs 25 instead of 1, so a rendered page on residential is 30. Binary downloads bill 3 credits per 100KB on datacenter and 10 on residential after the first free megabyte. Anti Scraping Protection is free on pages that are not blocked, and costs more on pages that are.

Does Scrapfly return markdown for LLMs?

Not from the Crawler API. Scrapfly documents two output artifacts for a recursive crawl, gzipped WARC and HAR. Both are archival formats built for replay, compliance and debugging rather than for retrieval. If your destination is a vector store, you still have to unpack the archive, pull the HTML out, strip boilerplate and convert to markdown yourself. The scrape endpoint can return extracted content, but the whole-site crawl hands you an archive.

Is Scrapfly cheaper than a flat-rate crawl API?

Only if most of your pages do not need a browser. On the Scrapfly Pro plan a plain page is about $0.10 per 1,000 and a rendered page is about $0.60 per 1,000. ClawEngine Startup is about $0.40 per 1,000 pages with rendering included at no extra rate. Set the two equal and the break-even is 60 percent: below that share of JavaScript pages, credits are cheaper, above it, flat is cheaper.

Does Scrapfly charge for failed requests?

No, under its Scrape Failed Protection policy failed scrapes are not billed. The documented exception is a fairness rule: if more than 30 percent of your traffic fails within one hour, that usage becomes billable. That is a genuinely good policy for anti-bot work, where failure rates are the normal cost of doing business, and it is one of the clearest reasons to keep Scrapfly for hard targets.

Good questions

Scrapfly vs ClawEngine, answered

Keep it for anything that gets blocked. Anti-bot work is a specialist product and Scrapfly is good at it, so moving defended targets to a crawler that does no unblocking will simply lower your success rate. Move the other half: documentation sites, help centers, blogs, product pages, public listings, everything that returns a 200 to an honest request. That is where a flat rendered-page price and markdown output pay for themselves.
On unblocking, on proxy depth and on failure economics. Its ASP layer detects the protection in front of a target and adapts, it can upgrade you to a private pool for that specific site, it sells a residential network we do not have, and it does not bill you for scrapes that fail. It also ships a free tier, a screenshot product and a cloud browser. If your requirement includes any of those, buy Scrapfly.
Yes, and the routing rule is short. If a target has ever returned a challenge page, a 403 or a CAPTCHA, send it to Scrapfly with ASP on. If it returns the content to a polite request and your problem is that the content is buried in HTML, send it to ClawEngine and get markdown or typed JSON back. Most teams find the split is heavily weighted toward the second bucket once they count.
Assume every page needs JavaScript, which is realistic for modern sites. On Scrapfly Pro that is 600,000 credits of the 1,000,000 included, so $100 covers it comfortably and the effective rate is about $0.60 per 1,000 pages. On ClawEngine Startup, 100,000 pages sits inside the 250,000 allowance for $99, an effective $0.40 per 1,000 with rendering included. If instead only a fifth of those pages need a browser, Scrapfly drops to about $0.20 per 1,000 and wins clearly.
Because the plans are volume commitments. Discovery buys credits at $0.15 per 1,000 but bills overage at $0.50 per 1,000, roughly 3.3 times the committed rate, and Pro is 3.5 times. The gap narrows as you commit more: Startup overage is twice its plan rate and Enterprise is about 1.3 times. Bursty workloads should size the plan above the peak month rather than plan to spill over.

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 ScrapingBee

ScrapingBee alternative

More than raw HTML: crawl plus typed extraction and LLM-ready markdown in one call.

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.

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