Can I use Scrappey to build my own custom dataset for LLM training?

Yes! Scrappey is perfect for building custom datasets for LLM training. You can scrape domain-specific content from forums, blogs, research sites, and knowledge bases, then convert it to clean Markdown or JSON formats. Our system handles dynamic content, JavaScript rendering, and content structuring automatically, allowing you to assemble retrieval/RAG and knowledge-base content from public sources you have the right to use without technical complexity.

Does Scrappey help structure scraped content into clean, model-ready text?

Yes! Scrappey can extract and structure content into clean, model-ready formats including Markdown, JSON, and CSV. We handle HTML parsing, content extraction, and formatting automatically. Our system can convert raw web pages into structured text perfect for LLM consumption, removing navigation elements, ads, and other noise while preserving the actual content. This makes it easy to feed scraped data directly into your AI training pipelines or RAG systems.

Can I avoid scraping duplicate pages or near-identical content across sources?

While Scrappey doesn't automatically deduplicate content, you can implement deduplication in your pipeline using the structured data we provide. Our API returns clean, structured content that makes it easy to compare and filter duplicates. You can use content hashing, similarity matching, or other deduplication techniques on the extracted data. When crawling across the pages of a site you are authorized to access, you can also specify URL patterns to avoid scraping duplicate or similar pages.

Can I integrate Scrappey directly into my data labeling or training pipeline?

Absolutely! Scrappey's simple REST API makes it easy to integrate into any data pipeline. You can call our API from Python, Node.js, or any language, receive structured data in Markdown or JSON format, and feed it directly into your data labeling tools, training scripts, or RAG systems. Our webhook support and batch processing capabilities allow you to automate large-scale data collection workflows, making it seamless to build end-to-end AI training pipelines.

AI & LLM
Train Your LLM with Clean, Public Web Data

Extract clean, structured web data for LLM training and knowledge bases.

Start Scraping for Free

Start scraping today with a free demo trial. No Credit Card Required

Use Cases

Powerful AI & LLM data extraction for your business

Train LLMs with Domain-Specific Web Content

Collect structured data in Markdown format from niche forums, blogs, research hubs, and product review sites. Ideal for vertical LLMs or fine-tuning existing models. Extract domain-specific knowledge, technical documentation, and expert content to build specialized AI models with targeted expertise.

Use a Crawler to Feed Entire Websites to Your LLM

Scrappey powers a crawler-like experience where you send a single URL and retrieve structured, rendered, and navigated content. Ideal for feeding model-ready data into AI pipelines. Build knowledge bases from public content you have the right to use, converting pages to LLM-ready formats like Markdown or JSON. You remain responsible for licensing any data used to train models.

AI & LLM Data Scraping at Scale

Extract clean, structured web data in Markdown, JSON, or CSV formats perfect for training LLMs, building knowledge bases, and feeding AI pipelines. Scrappey handles the complexity of dynamic content and rate limiting, JavaScript rendering, and content structuring so you can focus on building your AI models.

Whether you're building retrieval/RAG datasets from public sources you have the right to use, extracting longform content from blogs, building knowledge graphs from public sources, or aggregating metadata for RAG systems, our AI & LLM scraping solutions scale to large request volumes with 95%+ success rates. Extract public content you have the right to use — you remain responsible for licensing any data used to train models.

Advanced request handling for dynamic sites ensures reliable access to modern content sources. Real browser headers, consistent browser session configuration, JavaScript rendering, and residential proxy rotation provide browser-compatible request execution and session management, while our content structuring capabilities convert raw HTML into clean, model-ready formats.

Scrappey Handles the Hard Part

Everything you need for reliable AI & LLM data extraction

100M+ Residential, Mobile, and Datacenter IPs

Access to 150+ countries with automatic proxy rotation for global web scraping.

JavaScript Rendering and UI Interactions

Full browser automation for dynamic sites that require user interactions or JavaScript execution.

Real Browser Headers

Browser-compatible request execution and session management with consistent browser session configuration.

Pay Only for Successful Requests

Transparent pricing — residential proxies included on both tiers, and you only pay when we successfully extract the data you need.

Simple API Call, No Infrastructure Needed

One API endpoint. No proxies to manage, no verification steps to handle yourself, no infrastructure to maintain.

One API. Endless Applications.

Explore other industry-specific solutions

E-Commerce

Travel Data

Marketing

Finance Data

Real Estate

Job Board

Stock Market

F.A.Q

Frequently Asked Questions

Get answers to commonly asked questions.

Integrations

n8n

Automate workflows visually. Streamline data collection processes.

n8n Template

Pre-built template for modern websites. Simplifies Scrappey integration.

RapidAPI

Access via API marketplace. Easy integration with comprehensive docs.

Apify

Scalable actor-based automation. Reliable browser rendering.

MCP Server

AI-powered browser automation. Intelligent session management.

Scrappey CLI

Scrape from your terminal. One command, pipeable output, CI-ready.

Claude Code Skill

Portable skill for Claude Code + Codex. Browser-backed data access on demand.

LangChain

LangChain connector — clean web data for any chain or agent.

LlamaIndex

LlamaIndex reader — load modern web pages straight into RAG.

Zapier

Connect with 7,000+ apps. Automate workflows easily.

Make

Visual workflow automation. Connect with 1,000+ apps easily.

Responsible use: Scrappey collects public web data you have the right to collect and process in AI and LLM development from authorized sources. You're responsible for complying with each site's terms, robots.txt, copyright, database rights, and privacy law (GDPR/CCPA). It may not be used to bypass access controls, scrape behind logins or paywalls, or collect personal data without a lawful basis.

Start building with Scrappey

Try it free. No subscription, no credit card, instant setup — your trial is waiting.

Join the Discord community

Frequently asked questions

What is Scrappey.com?

Scrappey.com is a web scraping API that handles all the complex aspects of web scraping, such as handling dynamic content, rotating proxies, advanced request handling, headless browsers, and verification processing. It offers an all-in-one solution for extracting publicly available data from websites.

How does Scrappey.com work?

Scrappey.com provides a web scraping API that allows you to send requests to extract publicly available data from websites. It handles dynamic content and modern website complexity, including rotating proxies, advanced request handling, and verification processing. You can easily extract publicly available data from websites using their built-in features like headless browsers and AI-powered data extraction.

Can I customize the proxies used for scraping?

Yes, with Scrappey.com, you have the option to use Sticky Rotating Proxies for seamless scraping. Alternatively, you can also set your own proxies if desired.

Is there a free trial available?

Yes, Scrappey.com offers a free trial where you can try it out without a subscription or credit card. Instant setup is provided, so you can explore the full capabilities of the platform right away.

What happens if a request fails?

We only charge for successful requests. Failed requests are not counted towards your usage, so you only pay for what works.

I need to scroll or click on a button on the page I want to scrape

No problem, you can pass any JavaScript snippet that needs to be executed by using our JavaScript scenario parameter. This allows you to interact with dynamic content, scroll pages, click buttons, wait for elements, and perform any custom JavaScript actions before extracting the data.

What is the pricing structure for Scrappey.com?

Scrappey.com offers simple and transparent pricing: €0.10 per 1,000 direct HTTP requests and €1.00 per 1,000 full-browser requests. Residential proxies are included on both tiers — no separate proxy billing, no hidden fees, no complicated pricing tiers. You only pay for successful requests.

Are there any usage restrictions or limitations?

Scrappey.com provides scalable access for extracting publicly available data. Whether you need to extract data from a few pages or a large dataset of publicly accessible content, you can do so with flexible usage options. Please note that Scrappey.com only supports scraping publicly available data, and users must comply with applicable laws and website terms of service.

What support channels are available?

Scrappey.com provides various support channels for assistance. You can refer to their documentation, frequently asked questions section, blog, and uptime status page. Additionally, you can get in touch with them via email or join their Discord community for further support.

I'm not a developer, can you create custom scraping scripts for me?

We don't create custom scraping scripts, however we will gladly write some code snippets helping you to use our most powerful features: AI-powered data extraction and JavaScript scenario. Our documentation includes examples in multiple programming languages to get you started quickly.

What is a request and how are they counted?

Each API call to Scrappey counts as one request. Our pricing is based on successful requests. By default, JavaScript rendering is enabled, which allows you to extract data from modern websites with dynamic content. All features including proxies, challenge handling, and reliable web access handling are included in each request.

How fast is Scrappey's API and what if a site is hard to scrape?

Scrappey's API is optimized for fast response time, even when working with JavaScript-heavy websites and browser verification flows, where access is authorized. If other tools struggle with sites that use browser verification, Scrappey is designed to handle these workflows efficiently, ensuring reliable data retrieval. Our reliable web access handling, residential proxies, and intelligent retry logic work together to maximize success rates.

AI & LLM Train Your LLM with Clean, Public Web Data