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Bright Data alternatives and competitors: 10 scraping APIs with no proxy stack to operate
The short answer
The best Bright Data alternative depends on why you are leaving. If you want LLM-ready output without operating a proxy stack, ClawEngine returns clean markdown or typed JSON from one compliance-first call, starting at $39 a month. Firecrawl is the strongest markdown-first option at $16. If you actually need Bright Data-scale proxy capacity on heavily defended targets, ZenRows is the closest specialist, and honestly, nothing in this list matches Bright Data on raw proxy footprint or prebuilt datasets.
Bright Data is a heavyweight in the web data space, with a massive proxy network, a wide product suite and the scale and infrastructure that very large enterprise data operations rely on. If your work centers on large-scale collection and you want deep control over a proxy stack, Bright Data brings serious capacity and breadth.
The difference people weigh when they look at Bright Data alternatives is complexity versus a finished answer. ClawEngine is one simple API: crawl a site, render JavaScript and extract typed structured fields in a single call, then get clean markdown or typed JSON ready for RAG and agents. There is no proxy network or headless-browser fleet to configure and manage, the managed service handles scale for you, and ClawEngine is built for public and permitted data only, respecting robots.txt and site Terms of Service rather than framing around evading controls.
Crawl · render JS · extract typed fields · robots.txt respected
Hit Extract to turn this page into clean, LLM-ready data.
robots.txt respected · public data only ·
Bright Data is an enterprise-scale proxy and data platform you operate, while ClawEngine is one simple, compliance-first API that returns LLM-ready markdown or typed JSON with no proxy stack to manage.
All the options
10 Bright Data alternatives, compared
Published US list prices, checked in September 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 a month | Clean markdown, plus structured extraction | Fast site-to-markdown for LLM workflows, and teams that want the option to self-host |
| 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 |
| ScrapingBee | $19/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 | 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 customWhere 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 $399Where 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.
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 topWhere 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 (75k credits, 25 concurrent), Freelance $49 (250k, 50), Startup $99 (1M, 100), Business $249 (3M, 200), Business+ $599 (8M, 400), then Enterprise plans by quote with higher concurrencyWhere 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. Responses with a 200, 404 or 410 status are billed. You also mostly get HTML back, so the cleaning, chunking and structuring work for an LLM is still yours to do.
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 tierWhere 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 $549Where 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 GBWhere 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 pricingWhere 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 PlusWhere 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 Bright Data? Read the best web scraping API buyer's guide.
Side by side
Bright Data vs ClawEngine, honestly
A fair look at what each does well. Both are capable tools. Here is where they differ.
| What matters | ClawEngine | Bright Data |
|---|---|---|
| Product shape | One simple web scraping API | A broad suite plus a large proxy network |
| Default output | Clean markdown or typed JSON, tuned for RAG and agents | Raw data and structured datasets you shape |
| Infrastructure to run | None, fully managed crawling | Proxy configuration and tooling you operate |
| One call does | Crawl, render JS and schema extraction in one request | Assembled from products across the suite |
| Compliance posture | Public and permitted data only, respects robots.txt and ToS | Enterprise controls and your own configuration |
| Pricing model | Usage-based plans, no free plan | Usage and subscription pricing across products |
| Best suited for | Teams wanting LLM-ready data without ops | Large-scale collection needing deep proxy control |
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 proxy stack to run
Bright Data gives you a powerful proxy network to operate. ClawEngine handles crawling for you, so there is no proxy rotation or headless-browser fleet to configure, just one API that returns LLM-ready data.
LLM-ready, not raw
Where a proxy platform hands back raw pages to process, ClawEngine returns clean markdown or typed JSON with boilerplate stripped, ready to embed for RAG or pass to an agent.
Compliance-first by design
ClawEngine is built for public and permitted data only and respects robots.txt and site Terms of Service, focusing on responsible collection rather than evading site controls.
People also ask
Bright Data alternatives: the questions buyers ask
What is the best Bright Data alternative?
For AI and RAG pipelines, ClawEngine and Firecrawl are the strongest Bright Data alternatives, because both return clean markdown or typed JSON rather than raw pages you must clean. For anti-bot-heavy targets, ZenRows is the closest specialist. For prebuilt scrapers on a known site, Apify usually gets you there fastest.
Why do people look for Bright Data alternatives?
The three reasons that come up most often are cost predictability, complexity and output shape. Bright Data prices across many products with usage-based billing, which is hard to forecast. It is a broad platform rather than one endpoint, so there is more to assemble. And it returns raw data or datasets, so an LLM pipeline still needs its own cleaning stage.
Is Bright Data expensive?
Bright Data is usage-priced rather than plan-priced. The Web Scraper API gives you 5,000 records a month free, then bills $1.50 per 1,000 on pay-as-you-go with no monthly commitment, or $499 a month on Scale for 384,000 records and $1.30 per 1,000 beyond that. You pay only for records successfully delivered. That is competitive at enterprise volume. It is the pricing surface, spread across many products, that teams find hard to predict rather than the unit rate itself.
What is cheaper than Bright Data?
Flat-plan APIs are usually easier to budget: Firecrawl and ZenRows start at $16 a month (ZenRows billed yearly, $19 monthly), Apify and ScrapingBee at $19, ScrapeGraphAI at $20, ClawEngine at $39, and ScraperAPI at $49. Crawl4AI is free and open source if you are willing to run the infrastructure yourself. Whether any is truly cheaper depends on your page volume and how defended your targets are.
Good questions
Bright Data vs ClawEngine, answered
More comparisons
See how ClawEngine compares
Firecrawl alternative
Crawl, render JS and extract typed fields in one call, with compliance-first defaults.
vs ApifyApify alternative
Skip the actor marketplace: one API returns LLM-ready markdown and typed JSON.
vs ScrapingBeeScrapingBee alternative
More than raw HTML: crawl plus typed extraction and LLM-ready markdown in one call.
vs ScraperAPIScraperAPI alternative
Past the proxy layer: crawl, render and typed extraction that returns LLM-ready data.
vs ZenRowsZenRows alternative
Beyond unblocking: crawl, render and typed extraction that returns LLM-ready data.
vs OxylabsOxylabs alternative
Enterprise unblocking is not the same as LLM-ready data. Crawl, render and extract in one call.
vs Crawl4AICrawl4AI alternative
Free to license, not free to run. The managed alternative when ops time costs more than the bill.
vs DiffbotDiffbot alternative
A lighter, lower-cost managed API when you need clean page data for RAG, not a 10-billion-entity Knowledge Graph.
vs ScrapeGraphAIScrapeGraphAI alternative
Predictable per-page cost and typed schema extraction, with no LLM key to supply and no token bill per page.
vs ScrapyScrapy alternative
Rendering, retries and typed extraction as a managed call, with no spiders or browser fleet to operate.
vs BrowserbaseBrowserbase alternative
When you need pages read at volume rather than a browser session driven step by step.
vs ExaExa alternative
For teams who already know which sites they need and want the whole site crawled, not semantically searched.
vs TavilyTavily alternative
For teams past the prototype: scoped crawls, page budgets and typed fields pulled from the rendered page.
vs Jina ReaderJina Reader alternative
Whole-site crawling and typed schema extraction, for teams who have outgrown reading one URL at a time.
vs ZyteZyte alternative
Flat monthly plans and typed schema extraction, without per-tier request pricing you cannot forecast.
vs Parallel AIParallel AI alternative
Live pages and whole-site crawling, when a cached index and excerpts are not enough.
vs ScrapflyScrapfly alternative
Flat per-page pricing with rendering included, instead of a 6x browser multiplier.
vs OlostepOlostep 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.
LLM-ready output · one API call · public, permitted data only · robots.txt respected