Web Scraping APIs

What Is Stateful Web Scraping?

What Is Stateful Web Scraping? — conceptual illustration
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Stateful web scraping means keeping the same identity across many requests - the same cookies, session tokens, browser fingerprint, and proxy IP - so the site sees one consistent visitor for the whole session, not a crowd of strangers. The opposite, stateless scraping, starts fresh on every request. That is fine for public pages but breaks anything needing a login, multi-step navigation, or tokens earned earlier in the session. Most real scraping projects need state for at least some flows.

Quick facts

Stateful needsSame cookie jar, same IP, same fingerprint, same JA3 across requests
Required forLogin flows, cart/checkout, multi-page forms, CSRF-gated pages
Session lifetimeMinutes to hours; longer than typical anti-bot session windows
StorageCookie jar + session ID returned by API + sticky proxy session
Anti-patternRotating IP/fingerprint mid-session — looks fake to the target

Why state matters

A real person has a consistent session - same browser, same IP, same cookies - from the moment they log in until they leave. Sites treat that consistency as a sign of trust. So a session that suddenly swaps its IP or fingerprint halfway through looks like a bot. Stateless scraping also breaks any step that depends on the one before it: logged-in pages, shopping cart flows, forms protected by CSRF tokens (one-time anti-forgery codes), and paginated lists that track your place using cookies.

How stateful APIs implement it

A stateful scraping API gives you a session ID - a handle that ties your requests together. Your first request creates the session: it assigns a sticky IP (one that stays put), a consistent fingerprint, and an empty cookie jar. Every later request that sends the same session ID reuses all of that. Sessions have a TTL (time to live - how long before they expire), usually 10 minutes to a few hours; after that the session is gone and you start over. Some APIs let you keep a session alive indefinitely for a per-session fee.

When you do NOT need state

Public listing pages, product detail pages, blog posts, and most SEO crawl targets are stateless - each request works fine on its own. Stateless requests are cheaper (no session fee, and the IP can rotate freely) and easier to run in parallel. Use state only where the flow actually requires it, and default to stateless for everything else.

Code example

python
import requests

sess = 'login-flow-user-1234'
login = requests.post('https://publisher.scrappey.com/api/v1?key=YOUR_API_KEY', json={
    'cmd': 'request.post',
    'url': 'https://target.com/login',
    'postData': 'user=...&pass=...',
    'session': sess
})

profile = requests.post('https://publisher.scrappey.com/api/v1?key=YOUR_API_KEY', json={
    'cmd': 'request.get',
    'url': 'https://target.com/account',
    'session': sess
})

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Frequently asked questions

How long should a session live?

Match it to how long the real user flow would take. A login plus 10 pages is about a 5-minute session. Long-running monitoring, like refreshing an account dashboard, can keep a session alive for hours. Past a few hours the target site will often invalidate it on its own anyway.

Can I share one session across many parallel requests?

A few at a time is fine. A real browser fires 5-10 parallel requests just to load one page, so a handful of concurrent calls per session looks normal. Firing many parallel requests through a single session is unrealistic and gets that session flagged.

Do I need a different session per user?

Yes, if you are scraping logged-in views or per-account data. Treat one session as one identity. Mixing multiple accounts into a single session is both a security risk and an easy way to get detected.

Last updated: 2026-05-31