The ClawEngine blog
Web scraping, made practical
Practical writing on turning websites into clean, LLM-ready data: how to crawl for training data, extract structured fields for RAG, render JavaScript pages, decide between an API and your own scraper, and crawl compliantly with robots.txt. Public and permitted data only.
How to Get Website Data Into a RAG Knowledge Base
A step-by-step guide to feeding web pages into a RAG knowledge base: scrape with rendering, clean to markdown, chunk on real headings, embed and store, with the exact LangChain, LlamaIndex and AnythingLLM ingestion code.
Structured Data Extraction for RAG: From Web Pages to Typed JSON
Structured data extraction for RAG: define a schema, pull typed JSON straight from web pages, and feed your retrieval pipeline clean fields instead of messy HTML. Better chunks, better retrieval, fewer hallucinations.
Ready to put it to work? See how it works, explore the features, or compare plans.
Reading is good. Clean, LLM-ready data is better.
Point ClawEngine at any public or permitted site and get back clean markdown, JSON, or typed structured fields in one call. Crawl at scale, render JavaScript, and feed your RAG pipelines and AI agents, robots.txt and Terms of Service respected.
Clean markdown in one call · JavaScript rendered · robots.txt respected