Top 12 Web Scraping Tools for Scrapers in 2025

Let’s break down everything you need to know about web scraping tools in 2025. The landscape has evolved dramatically—websites have become smarter, detection systems more sophisticated, and the stakes higher than ever. 

We’ll cover which tools dominate the market, what features really matter, and how Multilogin fits perfectly into your scraping stack to keep your data collection safe, fast, and invisible.

Whether you’re extracting pricing data for e-commerce intelligence, gathering social media insights, monitoring competitor strategies, or building datasets for machine learning, choosing the right combination of tools determines whether your scraping operations thrive or get blocked within hours.

Why Choosing the Right Scraping Tool Matters

Scraping isn’t just about grabbing data anymore—it’s about doing it without being detected, blocked, or banned. The era of simple HTML parsing and basic HTTP requests is long gone. Modern websites deploy sophisticated defense mechanisms that make traditional scraping approaches obsolete.

Websites are smarter now: they track browser fingerprints, device behavior, IP reputation scores, canvas fingerprints, WebGL parameters, and even mouse movement patterns. Major platforms like Amazon, LinkedIn, Facebook, and Google have invested millions in anti-bot detection systems that can identify scrapers within seconds.

The consequences of detection have become severe. Getting blocked isn’t just a temporary inconvenience anymore—many sites now implement permanent IP bans, fingerprint blacklists, and even legal action against aggressive scrapers. This makes stealth not just preferable, but absolutely essential for sustainable scraping operations.

So the best scrapers in 2025 aren’t just fast—they’re stealthy, adaptive, and nearly impossible to detect. They combine speed with invisibility, efficiency with sophistication. That’s why professional scrapers combine scraping frameworks (like Playwright or Scrapy) with antidetect browsers such as Multilogin, which keep your fingerprints unique and undetectable across thousands of requests.

The modern scraping challenge: Websites employ multiple layers of protection including CAPTCHA challenges, rate limiting, behavioral analytics, and device fingerprinting. Success requires tools that can bypass each layer without triggering alerts. Understanding how to hide your scraping tool from detection is now as important as the extraction logic itself.

Moreover, legal and ethical considerations have become more prominent. While web scraping remains legal in most jurisdictions when done properly, aggressive scraping that disrupts services or violates terms of service can lead to serious consequences. The right tools help you scrape responsibly—respecting rate limits, rotating identities naturally, and mimicking legitimate user behavior.

What separates amateur from professional scraping in 2025:

• Amateur approach: Use a single scraping library, hope websites don’t notice, get blocked frequently, restart with new IPs
• Professional approach: Layer scraping frameworks with proxy rotation, fingerprint randomization, and behavioral emulation for sustainable, undetectable operations

The tools we’ll explore represent the professional approach—combining raw scraping power with the stealth mechanisms necessary for long-term success. Whether you’re scraping for lead generation, price monitoring, e-commerce data collection, or market research, the right tool combination makes all the difference.

Top 12 Web Scraping Tools in 2025

1. Multilogin — Best for Undetectable Scraping

Multilogin is not a traditional scraper—it’s your stealth layer, the foundation that makes all other scraping tools work invisibly. While most scraping frameworks focus purely on data extraction, Multilogin solves the critical problem that causes 90% of scraping failures: detection.

It masks your browser fingerprint comprehensively, emulates unique user environments with incredible precision, and rotates proxies automatically across thousands of profiles. Every parameter that websites use for detection—from your canvas fingerprint to WebGL renderer data, from audio stack properties to timezone consistency—gets randomized and made unique.

You can connect Playwright, Puppeteer, Selenium, or your custom API scripts directly through Multilogin to scrape data from even the toughest sites—including those with advanced bot detection software like DataDome, PerimeterX, or Cloudflare. The platform creates truly undetectable browser environments that pass even the most sophisticated bot detection tests.

Best for:

• Sneaker and retail scraping where competition is fierce and detection systems are aggressive
• Social media data collection from platforms like Facebook, LinkedIn, Instagram, and Twitter
• E-commerce analytics including Amazon scraping, price monitoring, and product research
• Ad verification and competitor tracking across multiple markets
• SERP scraping for SEO analysis and rank tracking
• Marketplace data extraction from eBay, Craigslist, and similar platforms

Unique features that set Multilogin apart:

25+ browser fingerprint parameters are randomized and consistently maintained across sessions. This includes canvas fingerprinting, WebGL fingerprints, ClientRects data, font fingerprints, audio context, hardware concurrency, and dozens more parameters that websites use for device fingerprinting.

Built-in residential proxies (included in all plans) eliminate the hassle of finding, purchasing, and configuring third-party proxy providers. These residential IPs come from real ISPs and rotate automatically, making your scraping traffic indistinguishable from normal user activity. No need for separate proxy management solutions.

Pre-farmed cookies for instant trust give your scraping profiles an immediate credibility boost. Instead of starting with blank browser profiles that scream “new bot,” Multilogin’s pre-farmed cookies simulate aged browsing histories. Websites see accounts with established patterns rather than suspicious new sessions, dramatically reducing detection rates.

Daily testing across 50+ major sites ensures Multilogin’s fingerprinting technology stays ahead of detection systems. The platform’s development team continuously monitors changes in how sites like Amazon, Google, Facebook, and LinkedIn detect bots, updating Multilogin’s parameters accordingly. You benefit from this constant evolution without any manual updates.

AI Quick Actions for automated setup streamline repetitive tasks through simple commands. Instead of manually configuring dozens of browser profiles, you can use AI-powered automation to create, configure, and launch profiles at scale. This feature dramatically reduces setup time for large scraping operations.

Cloud storage for team collaboration allows multiple team members to access the same browser profiles securely. Profiles sync across devices, maintaining consistency whether you’re scraping from your office, home, or distributed across a global team. This makes Multilogin ideal for agencies and enterprises running web scraping operations at scale.

Multilogin’s two browser engines:

• Mimic (Chromium-based): Perfect for sites requiring Chrome compatibility, with full support for modern web standards
• Stealthfox (Firefox-based): Ideal for situations where Firefox provides better stealth or site compatibility

Integration ecosystem: Multilogin works seamlessly with every major scraping framework. Connect it with Playwright for modern browser automation, Puppeteer for Chrome-based workflows, Selenium for cross-browser testing, or custom scripts using the Multilogin API. This flexibility makes it the perfect foundation for any scraping stack.

Real-world performance: Professional scrapers using Multilogin report 95%+ success rates on sites that would block traditional approaches within minutes. The combination of comprehensive fingerprinting, residential proxies, and behavioral emulation creates scraping operations that can run for months without detection. Check out our guides on Amazon web scraping, Facebook scraping, and LinkedIn data extraction to see Multilogin in action.

👉 Try Multilogin for €1.99 and start scraping undetected with a 3-day trial that includes 5 profiles and proxy traffic.

2. Scrapy — Best Open-Source Python Scraper

Scrapy remains a top pick for developers who want complete control over their scraping logic. This open-source Python framework has been the backbone of professional scraping operations for over a decade, offering unmatched flexibility and performance for large-scale data extraction projects.

It’s fast, highly customizable, and supports asynchronous crawling that can handle thousands of concurrent requests. The framework excels at structured data extraction, providing powerful selectors for parsing HTML and XML, automatic handling of cookies and sessions, and extensive middleware for customizing request and response processing.

What makes Scrapy powerful: Its architecture separates concerns beautifully—spiders handle extraction logic, pipelines process extracted data, and middlewares manage requests/responses. This modularity makes Scrapy infinitely extensible. You can build custom components for any scraping challenge, from handling JavaScript-heavy sites to managing complex authentication flows.

However, Scrapy has a critical limitation in 2025’s scraping landscape: it doesn’t hide your fingerprints or manage detection evasion. Scrapy’s requests look like requests from a scraping bot because, well, they are. Modern websites easily identify Scrapy through its default user agent, lack of browser fingerprinting parameters, and predictable behavioral patterns.

That’s why pairing Scrapy with Multilogin or a rotating proxy network is essential for any serious scraping operation. Multilogin provides the stealth layer—fingerprint masking, residential proxies, and behavioral emulation—while Scrapy handles the extraction logic. This combination gives you Scrapy’s speed and flexibility with Multilogin’s invisibility.

Pros:

• Lightweight, memory-efficient, and blazing fast for large-scale scraping
• Massive ecosystem of extensions and plugins for every scraping scenario
• Excellent documentation and active community support
• Scalable architecture supports distributed scraping across multiple servers
• Built-in support for common scraping challenges like retries, rate limiting, and concurrent requests

Cons:

• Steep learning curve for beginners unfamiliar with asynchronous Python
• Doesn’t handle JavaScript rendering natively (requires additional tools like Splash or headless browsers)
• Needs proxy management and antidetect integration for large-scale scraping on protected sites
• Vulnerable to bot detection without proper fingerprint masking

Integration with Multilogin: You can route Scrapy requests through Multilogin’s proxy network while maintaining unique browser fingerprints for each session. This setup combines Scrapy’s extraction efficiency with Multilogin’s detection evasion, creating one of the most powerful scraping stacks available. Learn more about Python web scraping best practices and Python scraping tools.

Best use cases:

• Large-scale data scraping projects requiring custom extraction logic
• Building scraping pipelines that process millions of pages
• E-commerce price monitoring across hundreds of competitors
• News aggregation and content monitoring
• Academic research requiring structured data from multiple sources

Pro tip for 2025: Combine Scrapy with Multilogin and NodeMaven proxies for an unbeatable scraping setup. Scrapy handles extraction, Multilogin manages fingerprints, and NodeMaven provides clean rotating IPs. This three-layer approach defeats even the most sophisticated anti-scraping systems.

3. Playwright — Best for Modern Browser Automation

Playwright by Microsoft has rapidly become the gold standard for modern browser automation and web scraping. Released in 2020, it’s quickly surpassed older tools through superior architecture, better reliability, and native support for modern web technologies.

It’s ideal for dynamic JavaScript-heavy sites that render content client-side—exactly the type of sites that traditional HTTP-based scrapers struggle with. Playwright supports Chromium, Firefox, and WebKit engines, making it incredibly versatile for testing across browsers and scraping sites optimized for specific browser types.

Why Playwright dominates modern scraping: Unlike older tools that feel bolted-on, Playwright was designed from the ground up for automation. It handles modern web patterns naturally—Shadow DOM, Web Components, Service Workers, and Progressive Web Apps all work seamlessly. The API is intuitive and consistent across browser engines, reducing the learning curve significantly.

Playwright’s auto-waiting mechanism is brilliant for scraping: it automatically waits for elements to be ready before interacting with them, eliminating the race conditions and timing issues that plague tools like Selenium. Network interception capabilities let you modify requests and responses on the fly, perfect for bypassing certain detection mechanisms or reducing bandwidth usage.

Used together with Multilogin, Playwright becomes unstoppable. Playwright can launch hundreds of browser profiles with unique fingerprints and IPs through Multilogin’s automation API—perfect for stealth scraping at scale. Each profile maintains distinct canvas fingerprints, WebGL parameters, and device characteristics, making detection virtually impossible.

Key features for scraping:

• Multiple browser engines: Switch between Chromium, Firefox, and WebKit based on target site requirements
• Native mobile emulation: Scrape mobile-specific content and test responsive designs
• Network interception: Block ads, images, or tracking scripts to speed up scraping
• Automatic waiting: Eliminates timing issues and makes scripts more reliable
• Parallel browser contexts: Run multiple isolated scraping sessions in a single browser instance
• Screenshot and PDF generation: Capture visual proof of scraped content
• Geolocation and timezone spoofing: Built-in support for location-based scraping

Detection challenges Playwright faces: While powerful, Playwright’s default configuration leaves detection signatures that sophisticated bot detection systems easily identify. These include WebDriver detection, headless browser signatures, and predictable automation patterns. However, when launched through Multilogin, these signatures get masked completely.

Pro tip: Connect Playwright with Multilogin’s API to automate full scraping pipelines safely. Launch Multilogin profiles programmatically, execute Playwright scripts within them, and benefit from complete fingerprint randomization and proxy rotation. This combination lets you scrape JavaScript-heavy sites like LinkedIn, Facebook, and modern SPAs without detection.

Example use cases:

• LinkedIn scraping for lead generation and recruitment
• Google SERP scraping for SEO analysis
• Social media automation and data collection
• Dynamic e-commerce sites with heavy JavaScript
• Single-page applications (SPAs) that traditional scrapers can’t handle

Learning resources: Microsoft provides excellent Playwright documentation and numerous examples. For scraping-specific implementations, check out guides on web automation and best antidetect browsers for web scraping.

4. Puppeteer — Best for Chrome-Based Scraping

Google’s Puppeteer library has been a favorite for scraping websites that rely on heavy front-end rendering ever since its release in 2017. As Chrome’s official automation library, Puppeteer offers deep integration with Chromium and Chrome DevTools Protocol, giving you low-level control over browser behavior that few other tools can match.

Puppeteer excels at scenarios requiring full Chrome compatibility—scraping Google properties, testing Chrome-specific features, or extracting content from sites optimized exclusively for Chrome. The library’s API is intuitive for JavaScript developers, with extensive documentation and a massive community providing support and plugins.

Puppeteer’s strengths:

• Native Chrome/Chromium support: Direct access to Chrome DevTools Protocol
• JavaScript ecosystem integration: Works seamlessly with Node.js and npm packages
• Mature and stable: Years of production use have eliminated most edge cases
• Rich plugin ecosystem: Extensions for everything from CAPTCHA solving to screenshot comparison
• Precise control: Manipulate the browser at a very granular level
• Performance optimization: Built-in methods for blocking resources and reducing overhead

But since Puppeteer runs on headless Chrome by default, it’s easily detectable by modern anti-bot systems. Websites can identify headless browsers through dozens of tells: missing plugins, unusual navigator properties, WebDriver flags, and behavioral inconsistencies that don’t match real users.

Common detection signatures Puppeteer leaves:

• navigator.webdriver property set to true
• Missing Chrome plugins (PDF viewer, etc.)
• Inconsistent browser fingerprints
• Headless-specific properties in the window object
• Predictable automation patterns in mouse movements and timing
• Canvas fingerprinting inconsistencies unique to headless Chrome

That’s where Multilogin becomes essential—by launching non-headless, properly fingerprinted browsers, you can use Puppeteer safely without tripping detection systems. Multilogin masks all the telltale signs of automation while providing Puppeteer with real browser environments that pass even sophisticated fingerprint analysis.

Puppeteer + Multilogin workflow:

1. Create Multilogin profiles with unique fingerprints and residential proxies
2. Launch profiles programmatically through Multilogin’s API
3. Connect Puppeteer to the running browser instance using remote debugging
4. Execute your scraping logic through Puppeteer
5. Close profiles and rotate to new identities for the next session

This approach gives you Puppeteer’s powerful Chrome automation with Multilogin’s comprehensive stealth, creating scraping sessions that are virtually undetectable. The browser behaves exactly like a real user’s Chrome while you maintain full programmatic control.

Best for:

• Sites requiring Chrome-specific features or rendering engines
• Google property scraping (Maps, Shopping, SERP)
• Chrome extension development and testing
• PDF generation and screenshot capture at scale
• JavaScript-heavy SPAs and React applications
• E-commerce scraping requiring Chrome compatibility

Puppeteer vs. Playwright: While Playwright has emerged as the more modern choice, Puppeteer still has advantages in specific scenarios. It offers deeper Chrome integration, has a longer history with more community resources, and provides more granular control over Chrome-specific features. For multi-browser scraping, Playwright wins; for Chrome-exclusive needs, Puppeteer remains strong.

Integration tips:

• Use Puppeteer Stealth plugin for basic evasion (though Multilogin provides superior protection)
• Connect to Multilogin profiles using remote debugging protocol
• Implement human-like behaviors with random delays and mouse movements
• Rotate residential proxies between sessions
• Handle CAPTCHA challenges with solving services when they appear

Common use cases:

• Amazon product scraping and price monitoring
• Social media automation for marketing campaigns
• Ad verification across different regions
• SERP tracking for SEO analysis
• Automated form submission and account creation

Learn more about building web scraping tools and automating web scraping with Puppeteer and Multilogin combined.

5. Apify — Best All-in-One Scraping Platform

Apify offers a marketplace of ready-made “actors”—pre-built scraping scripts for platforms like Amazon, LinkedIn, Airbnb, Instagram, and hundreds of other sites. This cloud-based platform has revolutionized scraping for non-developers and small teams who need professional results without building custom solutions from scratch.

It’s user-friendly and API-driven, making it ideal for businesses needing scalable solutions fast without deep technical resources. Instead of spending weeks developing and maintaining custom scrapers, you can deploy proven actors in minutes, customize them for your specific needs, and scale them up or down based on demand.

What sets Apify apart:

• Ready-to-use actors: The Apify Store contains thousands of pre-built scrapers for specific platforms and use cases. Need to scrape Instagram profiles? There’s an actor for that. Want to monitor Amazon prices? Multiple actors handle different aspects. Extract LinkedIn data? Several actors specialize in profiles, company pages, and job listings.
• Cloud infrastructure: Apify handles all the infrastructure complexity—servers, scaling, monitoring, and maintenance. You don’t need to provision servers, manage deployments, or worry about uptime. The platform automatically scales your scraping jobs across their distributed infrastructure.
• Scheduled runs: Set scrapers to run automatically on schedules—daily, weekly, hourly, or custom intervals. Perfect for monitoring competitors, tracking prices, or collecting time-series data without manual intervention.
• Data storage and delivery: Scraped data gets stored in multiple formats (JSON, CSV, Excel) and can be pushed directly to your database, cloud storage, or analytics tools through webhooks and integrations.

Best for:

• Teams without deep coding knowledge who want ready-to-use scraping setups
• Businesses needing quick deployment of proven scraping solutions
• Marketing agencies collecting social media data for clients
• E-commerce companies monitoring competitor prices and inventory
• Research teams gathering data from multiple platforms
• Startups validating business ideas through market data

Platform capabilities:

• Web Scraping API: Point it at any URL and get structured data back
• Actor development: Build custom scrapers using JavaScript/Node.js
• Proxy services: Integrated residential and datacenter proxies
• Scheduling: Automate scraping runs without manual triggering
• Monitoring: Track scraper performance, success rates, and data quality
• Integrations: Connect to Google Sheets, Make (formerly Integromat), Zapier, and more

Limitations to consider:

While Apify excels at convenience, sophisticated targets require additional protection. The platform’s built-in bot detection evasion works for many sites, but major platforms with advanced security (LinkedIn, Facebook, Instagram) often detect and block Apify’s infrastructure.

Integration tip: Use Multilogin for IP and fingerprint masking on Apify projects, especially when targeting sites with strict anti-scraping measures. You can run Apify actors through Multilogin profiles, combining Apify’s convenience with Multilogin’s stealth. This hybrid approach gives you the best of both worlds—Apify’s ready-made scrapers with Multilogin’s undetectable browser environments.

Pricing consideration: Apify charges based on compute units—the amount of processing power your scrapers consume. For high-volume scraping, costs can add up quickly. Calculate your expected usage carefully and compare costs against building custom solutions with open-source scraping tools.

Popular Apify actors:

• Amazon Product Scraper: Extract product data, prices, reviews, and seller information
• LinkedIn Profile Scraper: Collect professional profiles for lead generation and recruitment
• Instagram Scraper: Gather posts, stories, profiles, and engagement metrics
• Google Maps Scraper: Extract business listings, reviews, and location data
• Twitter Scraper: Collect tweets, profiles, and engagement data
• Facebook Page Scraper: Extract public page data and post content

When to choose Apify:

• You need scraping functionality quickly without building from scratch
• Your team lacks scraping expertise but needs reliable data collection
• You’re scraping standard websites without extreme anti-bot protections
• Budget allows for platform fees (compute units add up)
• You value convenience and maintenance-free operation over granular control

When to look elsewhere:

• You’re scraping sites with aggressive bot protection requiring advanced stealth
• High-volume scraping makes platform fees prohibitive
• You need complete control over scraping logic and behavior
• Custom data processing requires flexibility Apify doesn’t provide

Learn more about web scraping techniques and compare Apify to other platforms in our guide to best web scraping tools.

What Makes Multilogin Essential For Serious Scrapers

Comprehensive fingerprint protection goes beyond basic parameter spoofing. Multilogin randomizes and maintains consistency across canvas fingerprints, WebGL rendering, audio context, ClientRects, font data, hardware concurrency, timezone data, and 20+ additional parameters. 

This comprehensive approach defeats even enterprise-grade bot detection systems from DataDome, PerimeterX, and Cloudflare.

• Built-in residential proxies eliminate the complexity of sourcing, configuring, and managing separate proxy providers. Every Multilogin plan includes premium residential proxy traffic from real ISPs, automatically rotated across your scraping sessions. This all-in-one approach saves time and money while ensuring optimal compatibility between your fingerprints and IPs.
• Pre-farmed cookies give your scraping profiles instant credibility. Instead of starting with blank browser sessions that scream “new bot,” Multilogin’s pre-farmed cookies simulate aged browsing histories. Websites see established patterns rather than suspicious new sessions, dramatically improving success rates on sites that track account age and activity history.
• Battle-tested reliability comes from daily testing across 50+ major websites. Multilogin’s development team continuously monitors how sites like Amazon, LinkedIn, Facebook, and Google detect bots, updating fingerprinting parameters to stay ahead of detection methods. Users benefit from this constant evolution without manual updates or configuration changes.
• Seamless integration with every major scraping framework means Multilogin enhances rather than replaces your existing tools. Connect Playwright, Puppeteer, Selenium, or custom scripts through Multilogin’s API, launching fingerprinted browser profiles programmatically while maintaining full control over scraping logic.

Getting Started: Your Path to Undetectable Scraping

Ready to transform your scraping operations from constantly blocked to consistently successful? Here’s your roadmap:

• Step 1: Start with Multilogin’s trial — Get 3 days for €1.99 including 5 browser profiles and residential proxy traffic. This risk-free trial lets you test Multilogin with your actual scraping targets, verifying it solves your specific detection challenges.
• Step 2: Choose your scraping framework — Select based on your technical skills and target complexity. Python developers love Scrapy’s power and flexibility. JavaScript developers prefer Playwright’s modern approach. Non-coders succeed with Apify’s ready-made actors. All work seamlessly with Multilogin.
• Step 3: Integrate and test — Connect your scraping framework to Multilogin through API or remote debugging. Start with small-scale tests on your target sites, verifying detection is eliminated before scaling up. Multilogin’s 24/7 multilingual support helps troubleshoot any integration challenges.
• Step 4: Scale confidently — Once you’ve verified success on test targets, scale your operations across multiple profiles, regions, and data sources. Multilogin’s cloud storage and team features enable collaboration as you grow.