Mobile app and website scrapers

There are several companies specializing in this, but there's an important distinction: scraping mobile websites is relatively straightforward; extracting data from native iOS and Android apps requires specialized mobile scraping infrastructure.

If you need both, I'd focus on companies that explicitly advertise native mobile app extraction rather than conventional web scraping providers.

1. Companies specializing in mobile app scraping

These are the most relevant companies I found.

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1. ScrapeIt

(Direct match)

Explicitly offers iOS and Android app scraping, including e-commerce, travel, real estate and other app content. Offers CSV, JSON, XML and API-based delivery.

Website:ScrapeIt Mobile Apps

Particularly interesting for fully managed extraction.

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2. ScrapingBuddy

(Direct match)

Offers custom website and mobile-app scraping, including app-only menus, prices and records. Also builds and maintains structured data pipelines.

Website:ScrapingBuddy

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3. DoubleData

(Direct match)

Advertises native iOS and Android data extraction using real-device farms and instrumented emulators. Also describes geo-targeted data collection.

Website:DoubleData Mobile App Scraping

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4. Xwiz Analytics Advertises scraping public data from Android and iOS apps, particularly pricing, offers, delivery information and travel data.

Website:Xwiz Analytics

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5. Apify A more developer-oriented option. Its professional services team builds custom extraction solutions, including mobile app data projects.

Website:Apify Professional Services

Sources: Provider capability descriptions from www.scrapeit.iowww.scrapingbuddy.comdoubledata.comxwiz.ioapify.com.

2. Enterprise web scraping platforms

These are worth considering for mobile-only websites, especially JavaScript-heavy and dynamically rendered pages.

These are primarily web-data solutions, not necessarily turnkey native mobile app scrapers.aimultiple.com+2

3. What technology should the provider support?

When evaluating providers, I would distinguish three approaches:

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Real-device scraping

Uses physical Android/iOS devices to access app content and collect data. Particularly useful when content differs between app and website.

• 

Emulator-based extraction

Runs apps in controlled Android or iOS testing environments and automates navigation and data collection.

• 

Mobile browser scraping

Uses browser automation to access mobile-specific websites, responsive layouts, dynamic content and mobile-only pages.

4. My recommendation

I'd start by contacting these four:

1. ScrapeIt
2. DoubleData
3. ScrapingBuddy
4. Xwiz Analytics

They explicitly advertise mobile app extraction, rather than simply offering conventional website scraping.

For each, request a proof of concept using one of your target apps and compare:

• Coverage of all required screens and data fields.
• Support for iOS and Android.
• Handling of location-specific content.
• Data accuracy and refresh frequency.
• Long-term maintenance when apps are updated.
• Legal authorization, privacy safeguards and platform terms.

5. A question that will help narrow this down

What kind of mobile data are you trying to collect?

1. Sources you need to scrape

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2. Industry

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3. Preferred service

Fully managed service (they do everything)

API / scraping infrastructure

Software and tools for our own team

Either

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4. Approximate scale

A handful of apps / websites

Dozens

Hundreds

Thousands

[Find specialized providers]

With these details, I can narrow this down to companies that actually specialize in your use case, rather than giving you another generic list of web scraping vendors.

Scraping data from mobile apps and mobile-only interfaces requires specialized handling because of certificate pinning, device attestation, dynamic obfuscation , and anti-bot protections (like Appattest, Play Integrity, or Cloudflare mobile shields) that standard web scrapers cannot crack.

Top services and approaches specialize in mobile app and mobile-web data extraction:

Dedicated & Managed Mobile Scraping Services

• 1. DoubleData — Specializes in fully managed mobile app data extraction for iOS and Android. They handle private API reverse-engineering, device emulation, and ML-powered data parsing for hard-to-reach data like app-only pricing, delivery fees, and in-app promotions. Learn more on DoubleData.doubledata.com
• 1. MobileAppScraping.com — Focuses on enterprise-grade crawling for large-scale mobile apps and mobile-web platforms across e-commerce, travel, ride-sharing, grocery, and healthcare. They offer custom scrapers, live crawlers, and direct API integrations via MobileAppScraping.com.mobileappscraping.com

General Scraping & Proxy Providers with Mobile Capabilities

• 1. Bright Data — A massive enterprise web intelligence platform that supports mobile proxy networks (real 3G/4G/5G mobile IPs) and custom unlocking infrastructure capable of routing and rendering mobile-only web versions and app traffic. Explore tools on Bright Data.
• 1. Oxylabs — Offers specialized mobile proxy pools (iOS and Android real-device routing) combined with Web Unblocker tech that can bypass deep mobile app anti-bot walls and geo-restricted mobile-only web pages. Check out Oxylabs.
• 1. Apify — A flexible cloud scraping and automation platform with a large community store. While largely browser/puppeteer/playwright-based for the web, it supports custom actor deployments that can interface with mobile emulators or headless mobile-web debugging. Visit Apify.

Key Technical Approaches Used by These Services

• Real Device Farms / Emulation: Running actual ARM-based Android/iOS emulators or physical device farms to execute the app natively rather than just simulating a browser.
• API Reverse-Engineering: Sniffing and decrypting proprietary or undocumented binary/JSON/GraphQL APIs that the mobile app talks to behind the scenes, allowing direct high-speed payload requests (with proper signature generation).
• Mobile Residential/Cellular Proxies: Routing requests through real mobile carrier IPs (AT&T, Verizon, Vodafone, etc.) to evade IP-blocklists that immediately flag standard datacenter cloud servers.

If you want to narrow this down, tell me:

• Which specific apps or mobile sites you are trying to target
• How often you need the data pulled (real-time, daily batch, etc.)
• Whether you prefer a fully managed data-as-a-service or a do-it-yourself infrastructure tool

I can point you toward the most cost-effective path.

Yes. The key distinction is whether you mean mobile websites or native iOS/Android apps. For native apps, conventional tools like Scrapy/BeautifulSoup usually aren't enough.

My recommendations

If you're scraping native mobile apps

I'd start with Appium. It can interact with the actual UI of Android/iOS applications, rather than pretending a desktop browser is a phone. BrowserStack can then provide real iOS/Android devices and run Appium/other frameworks remotely.www.browserstack.com

For serious data extraction, however, there's often a better architecture:

App → observe its network/API traffic → reproduce the authorized API requests → collect structured data

That's generally much faster and more reliable than clicking through thousands of screens. Managed providers such as ScrapingBuddy specifically describe this approach for app-only data, including authenticated flows and app APIs.www.scrapingbuddy.com

If you mean mobile-only websites

I'd use Playwright first. It can emulate mobile devices, including viewport, user-agent, touch, geolocation, locale, and timezone. It also has experimental support for connecting to actual Android Chrome/WebView devices.playwright.dev

If the site behaves differently because it detects a genuine mobile device/network, rather than simply a mobile user-agent, Damru or a real-device service becomes more interesting. Damru, for example, is specifically built around automating a real Android browser.damru.dev

What I'd pick

• Need to scrape an Android/iOS app yourself: Appium + network inspection
• Need real devices in the cloud: BrowserStack App Automate
• Need mobile websites: Playwright
• Need a managed service where you give them the app/data requirements: ScrapeIt or ScrapingBuddy
• Need genuinely mobile network/device characteristics: Damru or a real-device platform

If you tell me the specific app/site you're trying to scrape (e.g. Uber, DoorDash, an Android app, an iOS app, or a mobile-only website) and what data you need, I can narrow this down to the best tool and architecture.