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Mobile.de Scraping: A Used Car Data Guide for German Dealers

Introduction

Some websites are scraped far more than others — because they hold the data that businesses most need. Across e-commerce, real estate, travel, recruitment, and reviews, a relatively small set of platforms accounts for a large share of the world's commercially-motivated web scraping. This guide surveys the 50 most-scraped categories and websites worldwide in 2026 — organised by category, with notes on what data each holds and why it matters. (Note: this guide describes commonly-scraped public platforms for educational purposes; all scraping should be conducted responsibly and in compliance with applicable law.)

E-commerce & Marketplaces

E-commerce platforms are the most-scraped category worldwide — for pricing intelligence, marketplace monitoring, and competitive analysis.

  • Amazon (all marketplaces) — the single most-scraped e-commerce platform globally, for pricing, Buy Box, reviews, and rankings
  • Walmart — major US marketplace, scraped for pricing parity and competitive intelligence
  • eBay — global marketplace, scraped for pricing and resale-market dynamics
  • Flipkart — India's leading marketplace, scraped during festive sale seasons
  • Alibaba & 1688 — China's B2B platforms, scraped for sourcing intelligence
  • AliExpress — global cross-border platform, scraped for product and pricing trends
  • Shopify storefronts — millions of D2C stores, scraped for competitor and trend intelligence
  • Otto — major German marketplace
  • Noon — leading UAE/Saudi marketplace
  • Target — major US retailer

Fashion & Apparel

Fashion platforms are heavily scraped for trend detection, pricing, and sell-out signals.

  • Zalando — Europe's largest fashion platform
  • ASOS — major global fashion retailer
  • Shein — fast-fashion giant, scraped for trend velocity
  • Zara — scraped for fast-fashion trend benchmarking
  • Myntra & Nykaa — India's fashion and beauty leaders
  • About You — major German fashion platform

Real Estate & Property

Property portals are intensely scraped for PropTech, investment analysis, and lending.

  • realestate.com.au — Australia's dominant property portal
  • Domain — Australia's number-two property portal
  • Zillow & Redfin — leading US property platforms
  • Rightmove & Zoopla — UK property portals
  • ImmobilienScout24 — Germany's dominant property portal
  • Bayut & Property Finder — UAE property leaders
  • MagicBricks & 99acres — India's property portals

Travel & Hospitality

Travel platforms are heavily scraped for pricing intelligence and revenue management.

  • Booking.com — the most-scraped travel platform globally
  • Expedia — major global OTA
  • Airbnb — scraped for short-term rental market intelligence
  • Agoda — major Asia-Pacific OTA
  • Tripadvisor — scraped for travel reviews and sentiment
  • MakeMyTrip — India's leading OTA
  • Wotif — Australian travel platform

Jobs & Recruitment

Job platforms are scraped for talent intelligence and hiring-trend analysis.

  • LinkedIn — the world's most-scraped professional network (with careful compliance)
  • Indeed (all regions) — major global job aggregator
  • SEEK — dominant in Australia
  • Naukri — India's leading job platform
  • StepStone — major German job board
  • Glassdoor — scraped for employer reviews and salary data

Reviews & Reputation

Review platforms are scraped for sentiment analysis and reputation management.

  • Google Reviews — the most-scraped review source globally
  • Trustpilot — major consumer review platform
  • Yelp — leading US local-business reviews
  • Trusted Shops — German e-commerce trust and reviews
  • G2 & Capterra — software review platforms, scraped for SaaS intelligence

Food Delivery

Food delivery platforms are scraped for menu pricing and competitive intelligence.

  • Uber Eats — global food delivery platform
  • DoorDash — major US and international platform
  • Zomato & Swiggy — India's food delivery leaders
  • Talabat — leading UAE/GCC delivery platform
  • Just Eat / Lieferando — major European delivery platforms

Automotive

Automotive marketplaces are scraped for used-vehicle pricing intelligence.

  • Mobile.de & AutoScout24 — Germany's car marketplaces
  • Carsales — Australia's leading car marketplace
  • Cars24 & CarDekho — India's used-car platforms

Classifieds & Other

  • Classifieds platforms (Dubizzle, Gumtree, OLX, Craigslist) — scraped across markets for diverse listing data

What These Platforms Have in Common

Mobile.de Scraping: A Used Car Data Guide for German Dealers

The most-scraped websites share certain characteristics. They hold commercially valuable data — prices, listings, reviews, postings — that directly informs business decisions. They have broad coverage of their markets, making them comprehensive data sources. They update frequently, so the data has ongoing value. And they're publicly accessible, with the core data visible without authentication. These characteristics make them magnets for commercially-motivated scraping.

The Anti-Bot Reality

The most-scraped websites are also, unsurprisingly, among the most heavily defended. Amazon, LinkedIn, the major property and travel platforms — all deploy sophisticated anti-bot systems. This is the central paradox of the most-scraped websites: the data is the most valuable, and the platforms are the hardest to scrape. Effective scraping of these platforms requires professional infrastructure — residential proxies, browser automation, and the expertise to maintain pipelines as defences evolve. This is a key reason organisations increasingly turn to managed services for scraping the most valuable, most-defended platforms.

Compliance Across the Top 50

Scraping any of these platforms should be done responsibly and in compliance with applicable law. Broadly: scraping genuinely public, non-personal data (prices, listings, product information) is generally legally defensible across jurisdictions. Platforms that contain personal data — particularly LinkedIn, review platforms, and classifieds — require careful attention to data protection law (GDPR, CCPA, the DPDP Act, PIPL, PDPL frameworks, the Privacy Act 1988) wherever personal data is involved. The most defensible approach focuses on public, non-personal data and applies rigorous discipline when personal data is unavoidable.

Conclusion

The world's most-scraped websites are the platforms that hold the data businesses most need — across e-commerce, real estate, travel, recruitment, reviews, food delivery, and automotive. They are valuable precisely because they are comprehensive, current, and commercially relevant — and challenging precisely because that value attracts both scrapers and sophisticated defences. Accessing them effectively requires professional infrastructure, technical expertise, and compliance discipline. Actowiz Solutions delivers exactly this — managed, compliant, reliable data extraction from the platforms that matter most, across every major market.

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