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pydata.org · HTTP 200

Pydata Scraper

Spider read pydata.org in 375 ms without a browser and returned 40 lines of clean markdown, including sections like "Bioconductor Conference 2026", "PyData Amsterdam" and "PyData Global".

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Response pydata.org/index.md markdown · 40 lines
#### JuliaCon 2026#### Bioconductor Conference 2026#### StanCon 2026#### PyData Amsterdam#### PyData GlobalPyData is an educational program of **NumFOCUS**, a 501(c)(3) nonprofit charity.Join us to support the open source tools you rely on every day.## Join our PyData Newsletter
Code · Fields · Cost · Run it keyless, no account

The same call, in code.

The capture above came back as markdown. These examples add a key, so you get browser rendering, proxies, and concurrency on pydata.org.

pydata-org-scraper.ts
import { SpiderBrowser } from "spider-browser";

const spider = new SpiderBrowser({
  apiKey: process.env.SPIDER_API_KEY!,
});

await spider.connect();
const page = spider.page!;
await page.goto("https://pydata.org");

// No selectors, no schema. Spider reads the page and names the fields.
const data = await page.scrape();

console.log(data);
await spider.close();
ready to run · spider-browser, no selectors

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Fields you can pull.

Business NameAddressPhoneCategoryRatingWebsite

Spider names these from the page. The capture above came back as markdown; the same call with return_format: "json" returns them as keys.

What pydata.org costs to scrape.

The capture above cost $0.000361 to fetch. Pricing is $1 per GB of pre-transformation bandwidth plus $0.001 per CPU minute, so a page like this one lands at a fraction of a cent. Failed requests are billed at $0.

  • Free balance on signup
  • No card required to test
  • Balance never expires
See the full pricing →

Run it keyless, no account

curl -X POST https://api.spider.cloud/scrape -H "Content-Type: application/json" -d '{"url": "https://pydata.org/", "return_format": "markdown"}'

More Directories scrapers.

Start scraping pydata.org.

You already have the call. A key raises the rate limit and turns on browser rendering, proxies, and concurrency. Balance never expires, and top-ups go through secure checkout.