SMART SCRAPER
Single-URL extraction. Tell it what you want in plain English, get back structured JSON.
Scrape any site. Any schema. Powered by ScrapeGraphAI + Crawlee + Playwright under the hood — 10 extraction pipelines, run by an operator who ships data work for frontier-AI teams. You hand us a URL and a spec. We hand back structured data — CSV, JSON, webhook, or live API.
Single-URL extraction. Tell it what you want in plain English, get back structured JSON.
Vision-aware. Pulls text AND images, captioned and aligned, from one URL.
Crawl a search query across many pages, aggregate into one schema.
Search + vision combined. The widest funnel — best for market & competitive sweeps.
Site → clean Markdown. Ready for RAG, LLM context, vector DB ingestion.
Hand it a CSV of URLs, get back a CSV of extracted fields. Bulk operations.
Schema-locked output. You define the keys, we guarantee them — every record.
PDFs to structured data. Filings, reports, manuals, scanned documents.
Audio + transcript ingestion. Podcasts, YouTube, earnings calls into structured records.
We hand back a runnable Python scraper you own forever. No vendor lock.
{
"source": "https://example-marketplace.com/category/wearables",
"scraped_at": "2026-05-26T08:21:14Z",
"records": [
{
"title": "Operator Smartband V2",
"price_usd": 189.00,
"rating": 4.7,
"review_count": 312,
"in_stock": true,
"tags": ["wearable", "ops", "biometrics"],
"image_url": "https://.../v2.jpg"
},
{ "...": "+ 4,873 more records" }
],
"schema": "wearables.v1",
"delivery": { "csv": "s3://...", "webhook": "https://your-app/hook" }
} We scrape public data only — no auth bypass, no TOS-violating endpoints, no PII harvesting. Respect robots.txt where the law requires. Anything that touches gray-zone targets gets flagged at intake.
Apify is self-serve actors; you wire and run them. PaperScrape is done-for-you with an operator running ScrapeGraphAI's LLM extraction stack on top of Crawlee. You hand us a URL and a schema. We hand back data.
Built and delivered by the lab. The same operator running data work for frontier-AI teams ships your pipeline. Not a freelancer marketplace.
Yes. The lab publishes periodic data reports as PDFs (see PAPERLEDGER, coming). Enterprise clients can opt into co-branded reports or keep the data fully private.