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Devil Scrapes

View all public scrapers @ https://apify.com/devilscrapes

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Scraping 7 EU car marketplaces: normalize the units, never the language
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Scraping 7 EU car marketplaces: normalize the units, never the language

#webscraping #python #datascience #api
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4 min read
Teamtailor ships jobs as a JSON Feed — the data you want is nested one level down
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Teamtailor ships jobs as a JSON Feed — the data you want is nested one level down

#webscraping #python #api #hiring
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4 min read
300 cities, 300 column names: normalizing Socrata building permits
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300 cities, 300 column names: normalizing Socrata building permits

#webscraping #python #api #opendata
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4 min read
'5 to 9 hours' has to become a number: normalizing Viator + GetYourGuide
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'5 to 9 hours' has to become a number: normalizing Viator + GetYourGuide

#webscraping #python #api #datascience
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4 min read
Stack Exchange tells you exactly how long to wait — most scrapers ignore it
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Stack Exchange tells you exactly how long to wait — most scrapers ignore it

#webscraping #python #api #stackoverflow
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5 min read
The Goodreads API died in 2020 — Open Library is the keyless replacement
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The Goodreads API died in 2020 — Open Library is the keyless replacement

#webscraping #python #api #books
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4 min read
Meetup has no public API, and its Apollo cache keys change every page load
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Meetup has no public API, and its Apollo cache keys change every page load

#webscraping #python #graphql #api
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4 min read
BuiltWith can't see your Postgres — the job postings can
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BuiltWith can't see your Postgres — the job postings can

#webscraping #python #api #datascience
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5 min read
The silent empty success: how a nested JSON path passed 83 green tests
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The silent empty success: how a nested JSON path passed 83 green tests

#webscraping #python #api #testing
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5 min read
How to Scrape Social Blade Stats for YouTube, Twitch, Instagram & TikTok (2026 Guide)
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How to Scrape Social Blade Stats for YouTube, Twitch, Instagram & TikTok (2026 Guide)

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2 min read
How to Scrape Bring a Trailer Auction Data (2026 Guide)
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How to Scrape Bring a Trailer Auction Data (2026 Guide)

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2 min read
How to Scrape Eventbrite Events & Organizer Data (2026 Guide)
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How to Scrape Eventbrite Events & Organizer Data (2026 Guide)

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2 min read
How to Scrape Chrono24 Watch Listings (2026 Guide)
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How to Scrape Chrono24 Watch Listings (2026 Guide)

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3 min read
The price field that's in two different places on the same site
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The price field that's in two different places on the same site

#webscraping #python #ecommerce #api
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5 min read
Scraping Kickstarter: goal_usd is a derived number, not a given one
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Scraping Kickstarter: goal_usd is a derived number, not a given one

#webscraping #python #api #crowdfunding
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5 min read
Shopify App Store Scraper: pricing tiers are text, not a number
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Shopify App Store Scraper: pricing tiers are text, not a number

#webscraping #python #ecommerce #api
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5 min read
Levels.fyi Compensation Scraper: total comp is not one number
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Levels.fyi Compensation Scraper: total comp is not one number

#webscraping #python #api #career
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6 min read
Scraping Best Buy: the 200 OK that quietly lies to you
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Scraping Best Buy: the 200 OK that quietly lies to you

#webscraping #python #ecommerce #api
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5 min read
The silent empty success: how a nested JSON path passed 83 green tests
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The silent empty success: how a nested JSON path passed 83 green tests

#webscraping #python #api #testing
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5 min read
Substack Newsletter Scraper: paywall status isn't a boolean, it's inferred
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Substack Newsletter Scraper: paywall status isn't a boolean, it's inferred

#webscraping #python #api #newsletter
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5 min read
Shopify Store Leads: the product_count field that undercounts every store
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Shopify Store Leads: the product_count field that undercounts every store

#webscraping #python #api #ecommerce
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5 min read
ImportYeti Alternative: the date field that quietly swaps month and day
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ImportYeti Alternative: the date field that quietly swaps month and day

#webscraping #python #api #trade
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5 min read
OpenCorporates Alternative: 2 of 4 state registries don't publish status
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OpenCorporates Alternative: 2 of 4 state registries don't publish status

#webscraping #python #api #compliance
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5 min read
RemoteOK Jobs Scraper: the salary 0 that silently wrecks your jobs data
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RemoteOK Jobs Scraper: the salary 0 that silently wrecks your jobs data

#webscraping #python #career #api
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4 min read
Vinted returns an empty page to scrapers — here's the JSON behind it
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Vinted returns an empty page to scrapers — here's the JSON behind it

#webscraping #python #ecommerce #api
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4 min read
Scrape public Telegram channels without a bot token or phone number
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Scrape public Telegram channels without a bot token or phone number

#webscraping #python #osint #api
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4 min read
Scraping Amazon Reviews: the 200 OK that looks like an empty product
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Scraping Amazon Reviews: the 200 OK that looks like an empty product

#webscraping #python #datascience #api
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5 min read
Dice Contract Jobs Scraper: Filtering by Employment Type Without Babysitting a Browser
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Dice Contract Jobs Scraper: Filtering by Employment Type Without Babysitting a Browser

#webscraping #apify #python #recruiting
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6 min read
Clutch Agency Leads Scraper: Service Mix + Verification Tier, No Extra Requests
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Clutch Agency Leads Scraper: Service Mix + Verification Tier, No Extra Requests

#webscraping #apify #python #b2b
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6 min read
BuiltIn Salary Data: Pulling Structured Comp Bands Without the Copy-Paste
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BuiltIn Salary Data: Pulling Structured Comp Bands Without the Copy-Paste

#webscraping #apify #python #jobs
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5 min read
Scrape Yellow Pages Listings by City: Why Most Scrapers 403 on It
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Scrape Yellow Pages Listings by City: Why Most Scrapers 403 on It

#webscraping #python #apify #curl
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5 min read
Google Ads Transparency Scraper: pull any competitor's ads for $3.01/1K
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Google Ads Transparency Scraper: pull any competitor's ads for $3.01/1K

#webscraping #marketing #python #apify
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7 min read
Workday Jobs Scraper: How to Pull Every Posting From Any Workday Career Site
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Workday Jobs Scraper: How to Pull Every Posting From Any Workday Career Site

#webscraping #workday #apify #jobs
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4 min read
Breezy HR Jobs Scraper: Pull Every Posting From Any Breezy HR Career Board
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Breezy HR Jobs Scraper: Pull Every Posting From Any Breezy HR Career Board

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4 min read
Personio Jobs Scraper: Pull Every Posting From Any Personio Careers Page
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Personio Jobs Scraper: Pull Every Posting From Any Personio Careers Page

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4 min read
Ashby Jobs Scraper: Pull Every Posting From Any Ashby Job Board
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Ashby Jobs Scraper: Pull Every Posting From Any Ashby Job Board

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4 min read
Recruitee Jobs Scraper: Pull Every Posting From Any Recruitee Career Site
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Recruitee Jobs Scraper: Pull Every Posting From Any Recruitee Career Site

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4 min read
BambooHR Jobs Scraper: Pull Every Open Role From Any BambooHR Careers Site
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BambooHR Jobs Scraper: Pull Every Open Role From Any BambooHR Careers Site

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5 min read
Multi-ATS Jobs Scraper: One Normalized Feed for Greenhouse, Lever & Ashby
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Multi-ATS Jobs Scraper: One Normalized Feed for Greenhouse, Lever & Ashby

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4 min read
Workable Jobs Scraper: Pull Every Posting From Any Workable Careers Board
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Workable Jobs Scraper: Pull Every Posting From Any Workable Careers Board

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4 min read
SmartRecruiters Jobs Scraper: Pull Any Employer's Postings From One Keyless API
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SmartRecruiters Jobs Scraper: Pull Any Employer's Postings From One Keyless API

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4 min read
Workday Jobs Scraper: How to Pull Every Posting From Any Workday Career Site
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Workday Jobs Scraper: How to Pull Every Posting From Any Workday Career Site

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4 min read
How to Scrape Mobile.bg Car Listings (Bulgaria) to JSON/CSV
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How to Scrape Mobile.bg Car Listings (Bulgaria) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape Marktplaats Car Listings (Netherlands) to JSON/CSV
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How to Scrape Marktplaats Car Listings (Netherlands) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape leboncoin Car Listings (France) to JSON/CSV
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How to Scrape leboncoin Car Listings (France) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape FINN.no Car Listings (Norway) to JSON/CSV
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How to Scrape FINN.no Car Listings (Norway) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape coches.net Car Listings (Spain) to JSON/CSV
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How to Scrape coches.net Car Listings (Spain) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape Carzone.ie Car Listings (Ireland) to JSON/CSV
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How to Scrape Carzone.ie Car Listings (Ireland) to JSON/CSV

#webscraping #python #data #automation
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6 min read
How to Scrape Cars.bg Car Listings (Bulgaria) to JSON/CSV
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How to Scrape Cars.bg Car Listings (Bulgaria) to JSON/CSV

#webscraping #python #data #automation
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6 min read
How to Scrape Blocket.se Car Listings (Sweden) to JSON/CSV
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How to Scrape Blocket.se Car Listings (Sweden) to JSON/CSV

#webscraping #python #data #automation
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6 min read
How to Scrape Bilasolur.is Car Listings (Iceland) to JSON/CSV
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How to Scrape Bilasolur.is Car Listings (Iceland) to JSON/CSV

#webscraping #python #data #automation
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6 min read
How to Scrape Autovit.ro Car Listings (Romania) to JSON/CSV
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How to Scrape Autovit.ro Car Listings (Romania) to JSON/CSV

#webscraping #python #data #automation
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6 min read
How to Scrape AutoScout24.de Car Listings (Germany) to JSON/CSV
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How to Scrape AutoScout24.de Car Listings (Germany) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape AUTO.RIA Ukraine Car Listings to JSON/CSV
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How to Scrape AUTO.RIA Ukraine Car Listings to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape Autoplius.lt Car Listings (Lithuania) to JSON/CSV
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How to Scrape Autoplius.lt Car Listings (Lithuania) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape Auto24.ee Car Listings (Estonia) to JSON/CSV
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How to Scrape Auto24.ee Car Listings (Estonia) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Scrape 2dehands.be Car Listings (Belgium) to JSON/CSV
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How to Scrape 2dehands.be Car Listings (Belgium) to JSON/CSV

#webscraping #python #data #automation
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5 min read
How to Download and Search Your Twitch VOD Chat After a Stream
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How to Download and Search Your Twitch VOD Chat After a Stream

#tutorial #productivity #webscraping #data
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7 min read
Charting Twitch Chat Velocity: Hype Curve Analysis for Esports VODs
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Charting Twitch Chat Velocity: Hype Curve Analysis for Esports VODs

#python #datascience #datavisualization #webscraping
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8 min read
Training a Twitch chat toxicity classifier on real VOD data at scale
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Training a Twitch chat toxicity classifier on real VOD data at scale

#machinelearning #python #webscraping #datascience
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9 min read
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