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Ready-to-run recipes for the Devil Scrapes Apify scrapers. JSON/CSV data from jobs boards, marketplaces, lead sources and more.

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🦇 Apify Web Scraping Cookbook — by Devil Scrapes

Ready-to-run recipes for pulling clean, structured data from the web using Devil Scrapes Actors on the Apify Store.

Every Actor here is a self-contained scraper you call over the Apify API — no servers, no proxies to manage, no anti-blocking to babysit. We handle the browser fingerprints, retries, proxy rotation, and edge cases; you get JSON or CSV.

# The one pattern every recipe uses
from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_API_TOKEN")
run = client.actor("DevilScrapes/<actor-slug>").call(run_input={...})
for row in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(row)

Get a free Apify token at apify.com — every account starts with free monthly credit, no card required.


📚 Recipe index

Jobs & hiring intelligence (keyless ATS feeds)

Pull live job postings straight from the ATS platforms that power most company career sites — one normalized schema across all of them.

Recipe Actor
Workday career sites (*.myworkdayjobs.com) workday-jobs-scraper
SmartRecruiters employers smartrecruiters-jobs-scraper
Workable boards workable-jobs-scraper
Teamtailor career sites teamtailor-jobs-scraper
Greenhouse + Lever + Ashby (one feed) multi-ats-jobs-scraper
BambooHR careers sites bamboohr-jobs-scraper
Recruitee boards recruitee-jobs-scraper
Ashby boards (dedicated) ashby-jobs-scraper
Personio careers pages personio-jobs-scraper
Breezy HR boards breezy-hr-jobs-scraper
Greenhouse boards (dedicated) greenhouse-jobs-scraper
Lever boards (dedicated) lever-jobs-scraper
RemoteOK remote-jobs feed remoteok-jobs-scraper
Dice.com tech-job postings by keyword/skill dice-tech-jobs-scraper

→ Runnable example: recipes/jobs_across_ats.py

B2B lead generation

Recipe Actor
US healthcare providers (NPI registry) npi-healthcare-provider-scraper
Shopify store leads from a domain list shopify-store-leads-scraper
US building-permit contractor leads us-building-permit-leads-scraper
BBB-rated local businesses (ratings, accreditation, complaints) bbb-business-leads-scraper
Craigslist listings across many US metros + categories craigslist-listings-scraper

→ Runnable example: recipes/score_local_leads_by_bbb_trust.py

Marketplaces & commerce

Recipe Actor
Mercari US sold/completed listings mercari-sold-listings
Gumroad products & storefronts gumroad-product-scraper
Goodreads books & reviews goodreads-book-reviews-scraper
Vinted active listings (price/condition) vinted-listings-scraper

Social & OSINT

Recipe Actor
Telegram public channel post history telegram-channel-scraper

Events

Recipe Actor
Lu.ma public events by city/category luma-event-discovery
Meetup events by keyword + location meetup-events-scraper
Every event from a Meetup group meetup-group-scraper

Travel & hospitality

Recipe Actor
Booking.com hotel listings & reviews by destination booking-hotels-scraper
VRBO vacation-rental listings by destination vrbo-vacation-rentals-scraper
OpenTable restaurants, ratings & review snippets opentable-restaurants-scraper

Content & market data

Recipe Actor
Full Substack publication archives substack-newsletter-scraper
Website tech stacks (BuiltWith alternative) builtwith-alternative-scraper
Japan real estate (SUUMO) suumo-japan-real-estate

Why these Actors don't break

Every Devil Scrapes Actor ships the same defensive stack so your runs finish with data, not empty datasets:

  • Browser TLS/H2 impersonation — requests present a real Chrome/Firefox/Safari handshake, not a Python HTTP client.
  • Proxy session rotation — a fresh residential exit IP on every block.
  • Exponential-backoff retries on 408/429/5xx, honouring Retry-After.
  • Honest partial results — a clear status message on partial runs; never a green status hiding an empty dataset.

Browse the full fleet

70+ Actors and counting at apify.com/DevilScrapes. Missing a target? Open an issue here and we'll look at building it.

License

MIT — the recipes in this repo are yours to copy and adapt.

About

Ready-to-run recipes for the Devil Scrapes Apify scrapers. JSON/CSV data from jobs boards, marketplaces, lead sources and more.

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