hasdata
Use HasData APIs for web scraping and structured web data extraction.
Documentation
HasData
Cloud platform for extracting public web data. One API key, three execution modes. All endpoints sit under https://api.hasdata.com and authenticate with x-api-key.
curl -G 'https://api.hasdata.com/scrape/google/serp' \
--data-urlencode 'q=coffee' \
-H 'x-api-key: <your-api-key>'
401 invalid key, 403 quota exhausted, 429 concurrency cap, 500 server error (retry).
When to Use
Use this skill when:
- The user needs web scraping.
- The user needs search engine results.
- The user needs structured data extraction.
- The user needs ecommerce, travel, jobs, or local business data.
- The user explicitly asks about HasData.
Three execution modes
| Mode | Latency | When | Endpoint |
|---|---|---|---|
| Web Scraping API | seconds | Arbitrary URL — JS rendering, CSS/AI extraction, screenshots | POST /scrape/web |
| Scraper APIs (sync) | seconds | Pre-parsed JSON for known platforms (Google, Amazon, Zillow, …) | GET /scrape/<vertical>/<resource> |
| Scraper Jobs (async) | minutes–hours | Bulk extraction, recursive crawling, webhook fan-out | POST /scrapers/<slug>/jobs |
Decision rule. Default to a Scraper API when one exists for the platform (pre-parsed JSON, no selector maintenance). Use Web Scraping for arbitrary URLs not covered by an API. Reach for a Scraper Job only when no API equivalent exists — crawler, contacts, sec-edgar, amazon-bestsellers, amazon-product-reviews — or when async fan-out + webhooks save engineering time over a paginated client loop.
Always-true response shape
{ "requestMetadata": { "id": "…", "status": "ok", "url": "…" }, "...": "endpoint-specific" }
Treat data as valid only if requestMetadata.status === "ok". HTTP 200 alone isn't enough.
High-leverage patterns
- SERP-first enrichment. Google SERP can surface public snippets for company and professional-profile lookup. Use it for business or authorized research, avoid unnecessary direct scraping, and treat personal email/phone lookup as allowed only with a legitimate purpose and user authorization.
- AI Mode + verify.
/scrape/google/ai-modefor the answer + references →/scrape/web(markdown) on each reference URL → cited RAG context, no vector DB. - Maps → leads.
/scrape/google-maps/searchreturns business websites and phones; collect contact details only from public, permitted sources and apply opt-out, rate, and privacy-law constraints before any outreach use. - Crawler → corpus.
crawlerScraper Job withoutputFormat: ["markdown"]+includePaths: "/docs/.+"produces an LLM-ready corpus in one submission. - Pre-extracted via SERP rich snippets.
knowledgeGraph,localResults,inlineShoppingResults,relatedQuestionscarry pre-parsed public facts. Always check them before considering direct page access.
When to call from code (the wiring)
- Auth:
x-api-keyheader on every request. Read fromHASDATA_API_KEYenv. Never hardcode, never log. - Timeouts: set client timeout ≥ 300 s. HasData's own deadline is 300 s; shorter clients produce phantom failures while still being billed on completion.
- Retries:
429and5xxonly — exponential backoff, jitter. Never retry4xx(auth, validation). - Concurrency: cap at your plan limit. The free tier is 1; anything higher just generates
429s. - Async jobs: the submit response handle is
body.id(integer), notjobId. Persist it immediately. PollGET /scrapers/jobs/<id>every 10–30 s with backoff; treat webhooks as best-effort and always pair with polling. Onfinishedthe status carriesdata: {csv, json, xlsx}short-lived URLs — download immediately.
See references/code-recipes.md for ready-to-paste Python and TypeScript clients with retry, backoff, bounded concurrency, and the full job lifecycle.
Common gotchas
- 300 s server deadline. Match client timeout.
- Disable
jsRenderingfirst, enable only if the page needs it — most static pages parse fine without a headless browser. - No
cookiesparameter — cookies go throughheaders["Cookie"]. includePathsregex is case-sensitive./blog/.+won't match/Blog/....- Scraper Job
datais double-wrapped. Each row isbody.data[i].data; outer wraps withid,jobId,dataId,createdAt,updatedAt. requestMetadata.status === "ok"is the only success signal. HTTP 200 alone isn't enough.- Webhooks are best-effort with 3 retries. Always have a polling fallback.
References
references/web-scraping.md—POST /scrape/webparameters, JS scenarios, AI extraction, cookie auth.references/search.md— Google SERP / Light / AI Mode / News / Shopping / Bing / Trends + pagination.references/ecommerce.md— Amazon (product, search, seller, seller-products) and Shopify.- [
references/real-estate.md](references/real-
Use Cases
- The user needs web scraping.
- The user needs search engine results.
- The user needs structured data extraction.
- The user needs ecommerce, travel, jobs, or local business data.
- The user explicitly asks about HasData.
Quick Info
- Source
- antigravity
- Category
- AI & Agents
- Repository
- View Repo
- Scraped At
- Jun 6, 2026
Tags
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