GET pydata.org HTTP 200375 ms2.3 KB$0.000361 captured Aug 7, 2026
pydata.org, as data
One API turns any pydata.org page into markdown, structured JSON, its link graph or a screenshot, and crawls the whole site the same way. The panel shows the real response we captured.
- Render mode
- Plain HTTP, no browser needed
- Response
- HTTP 200 in 375 ms
- Page size
- 2.3 KB of markdown, 40 lines
- Fields
- Business Name, Address, Phone, Category and 2 more
- Captured
- Aug 7, 2026
Free balance on signup, no card. This pydata.org page cost $0.000361 to fetch.
#### 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 What Spider does on pydata.org
Same key, five endpoints. The numbers under a cell were measured on this page.
Page to markdown
Clean text for RAG and LLM context, boilerplate removed. The lane that runs without a key.
375 ms · $0.000361Page to JSON
Spider reads the page and names the fields. Pass your own schema when you need exact keys.
Rendered capture
Real Chromium, full-page PNG. The same call also returns the rendered HTML.
The call behind the panel
This request produced the response above. Paste it with your key and you get the same bytes.
curl -X POST https://api.spider.cloud/scrape \
-H "Authorization: Bearer $SPIDER_API_KEY" \
-H "Content-Type: application/json" \
-d '{"url": "https://pydata.org/", "return_format": "markdown"}' from spider import Spider
app = Spider()
params = {"return_format": "markdown"}
page = app.scrape_url("https://pydata.org/", params=params)
print(page[0]["content"]) import { Spider } from "@spider-cloud/spider-client";
const app = new Spider();
const [page] = await app.scrapeUrl("https://pydata.org/", {
return_format: "markdown",
});
console.log(page.content); What pydata.org costs
Multiplied from the measured 2.3 KB page. Estimates round to the cent.
1 GB of transfer costs $1, plus $0.001 per CPU minute, and failed requests cost $0. Crawling daily? The Unlimited plan is a flat monthly rate.
Point this at the rest of pydata.org.
The capture above took 375 ms and cost $0.000361. The same call takes any URL on pydata.org.