2026年十大网页爬虫工具全面对比

Daniel MitchellDaniel Mitchell· 高级数据战略分析师2026-07-10
要点速览

市场上有数十种网页爬虫工具,从代理网络到全托管爬虫平台,选择繁多。本文从功能、价格、易用性、扩展性等维度全面对比十大主流工具,并提供分场景选择建议。

Why Professional Scraping Tools: Build vs Buy

In the world of web scraping, "doing it yourself" is not always the best choice. As website anti-scraping technology continues to evolve — with the proliferation of professional protection systems like Cloudflare, Akamai, and DataDome — custom-built scrapers face unprecedented challenges.

The Hidden Costs of Self-Built Scrapers

Many people only see the "free" aspect of self-built scrapers while ignoring the hidden costs:

Cost Category Description Estimated Cost
Development Cost Writing scraper code, parsing rules, error handling 2-8 weeks of developer time
Proxy Cost Obtaining and managing proxy IPs $50-500+/month
Maintenance Cost Updating rules when sites change, handling anti-bot upgrades 20-50% of initial dev time/year
Infrastructure Cost Servers, storage, monitoring $20-200+/month
Opportunity Cost Business loss from delayed data acquisition Hard to quantify but potentially high

The Value Proposition of Professional Tools

Professional scraping tools and platforms help companies significantly reduce data collection barriers and costs through:

  • Large-Scale Proxy Networks: Like Bright Data's 72M+ residential IPs, Oxylabs' 100M+ residential IPs. Building an equivalent proxy pool yourself is nearly impossible
  • Intelligent Anti-Detection Technology: Automatic handling of CAPTCHAs, browser fingerprints, TLS fingerprints, behavior simulation, etc. The R&D cost for these technologies is in the millions of dollars
  • Pre-Built Template Ecosystem: Apify Store has thousands of pre-built Actors covering major websites like Amazon, Google, and Instagram. Ready to use out of the box
  • Elastic Cloud Infrastructure: Scale on demand, seamlessly transitioning from hundreds to millions of pages per day
  • Data Quality Assurance: Automated data cleaning, formatting, deduplication, and validation

When to Build vs When to Buy?

Condition Recommendation
< 1,000 pages/day Use free/low-cost tools
1,000-10,000 pages/day Use API services like ScraperAPI, ScrapingBee
10K-100K pages/day Use cloud platforms like Apify, Decodo
> 100K pages/day Consider Bright Data/Oxylabs + self-built hybrid
Professional dev team + unique needs Self-build scraper + buy proxy service
No technical team Use Octoparse, Apify no-code solutions

Detailed Comparison of the Top 10 Tools

1. Bright Data — The Industry Benchmark for Enterprise Data Collection

Bright Data (formerly Luminati) is one of the world's largest and most comprehensive data collection platforms. Its "full-stack" philosophy means you can complete everything from proxy to data delivery on a single platform.

Product Line Overview:

  1. Proxy Network: 72M+ residential IPs | 770K+ datacenter IPs | 7M+ mobile IPs | ISP proxies
  2. Web Unlocker: Automatically bypasses all major anti-bot systems including Cloudflare, Akamai, and DataDome. Users just send requests, everything else is automatic
  3. Scraping Browser: Managed headless browser cluster with built-in proxies and fingerprint spoofing
  4. Pre-Built Datasets: Cleaned e-commerce, social media, and search engine datasets (ready to use immediately)
  5. SERP API: Structured data from search engines like Google, Bing
  6. Web Scraper IDE: Cloud-based scraper development environment with built-in code editor and debugging tools

Technical Capabilities:

  • Coverage across 195 countries and regions, precise to city level
  • 99.99% uptime SLA
  • SDKs for all major programming languages
  • Enterprise compliance framework (GDPR, CCPA compliant)

Core Strengths: Most comprehensive product matrix in the industry, one of the largest proxy networks, strongest anti-bot bypass capability, enterprise-grade reliability and support

Drawbacks: Higher pricing (suited for enterprise budgets), steeper learning curve (too many features), may be overkill for small projects

Typical Clients: Fortune 500 companies, large e-commerce, financial institutions, market research firms

Reference Pricing: Residential proxies from $10.50/GB | Web Unlocker from $3/1,000 requests | Custom enterprise plans available


2. Apify — Developer and Community-Driven Cloud Platform

Apify's distinction lies in its "platform + marketplace" model. It's not just a cloud scraping runtime but also an app marketplace gathering thousands of pre-built scrapers (Actors).

Product Line Overview:

  1. Apify Store: Over 3,000 pre-built Actors covering major sites like Amazon, Google, Instagram, Twitter, and LinkedIn
  2. Crawlee: Open-source scraping framework (Node.js), maintained by the Apify team, an enhanced version of Puppeteer/Playwright
  3. Apify Console: Web-based scraper management and monitoring tool
  4. Actor Development Environment: Cloud code editor and debugging tools
  5. Proxy Integration: Built-in residential and datacenter proxies (provided through partners)
  6. Scheduled Automation: Cron expressions or fixed-interval automated collection

Technical Capabilities:

  • Supports JavaScript/TypeScript and Python
  • Built-in request queues, deduplication, automatic retries
  • GitHub integration, supports Actor version control
  • Rich API and webhook integration

Core Strengths: Rich pre-built Actor ecosystem (saving massive development time), flexible pay-per-use pricing, active open-source community and documentation, developer-friendly

Drawbacks: Costs increase quickly after free tier, proxy capabilities less than dedicated proxy services, better suited for small to medium projects

Typical Clients: Developers, SaaS startups, data teams at mid-size enterprises

Reference Pricing: Free tier $5/month | Paid plans from $49/month | Apify Store Actors pay-per-execution


3. Decodo (Formerly Smartproxy) — High Value All-Rounder

Decodo (rebranded from Smartproxy in 2025) is a fast-growing data collection platform known for its high cost-effectiveness and ease of use. It's transitioning from a "proxy service provider" to a "data collection platform."

Product Line Overview:

  1. Proxy Network: 55M+ residential IPs | 100K+ datacenter IPs | Mobile proxies | ISP proxies (covering 195+ countries)
  2. Site Scraping API: Fully managed scraping API, automatic proxy handling, JS rendering, and anti-bot bypass
  3. E-Commerce Scraping API: Dedicated collection API for e-commerce platforms like Amazon, eBay, Walmart
  4. SERP Scraping API: Structured data from search engines like Google, Bing
  5. Social E-Commerce Scraping API: Dedicated collection solution for social media commerce
  6. Datacenter Proxies: Pay per IP or per traffic

Technical Capabilities:

  • 99.99% uptime guarantee
  • Precise geo-targeting at country and city level
  • HTTP/HTTPS/SOCKS5 protocol support
  • Unlimited concurrent connections

Core Strengths: Outstanding cost-effectiveness in its category, easy to use (simple API and intuitive dashboard), comprehensive product coverage, SME-friendly

Drawbacks: Proxy network smaller than Bright Data and Oxylabs, pre-built template ecosystem less rich than Apify, some advanced features still in development

Typical Clients: SMEs, startups, budget-conscious data teams

Reference Pricing: Residential proxies from $7/GB | Site Scraping API from $2/1,000 requests | Monthly plans from $50/month


4. Zyte — The Official Extension of the Scrapy Ecosystem

Zyte (formerly Scrapinghub) was founded by Scrapy framework creator Pablo Hoffman. If you're a Python/Scrapy user, Zyte offers the most native cloud extension solution.

Product Line Overview:

  1. Zyte API: One-stop data extraction API, automatically handling crawling, rendering, and anti-scraping. Just send a URL, get structured data back automatically
  2. Scrapy Cloud: Cloud runtime environment for Scrapy spiders, one-click deployment and elastic scaling
  3. Smart Proxy Manager: Intelligent proxy manager designed for scrapers, automatic rotation and retries
  4. Automatic Extraction: AI-driven data extraction, automatically identifying structured information like products and articles in pages
  5. Scrapy Framework: Continues maintaining and advancing the Scrapy open-source framework

Technical Capabilities:

  • Deep integration with Scrapy (team includes Scrapy core developers)
  • AI-driven automatic data extraction technology
  • Supports both custom extraction rules and automatic extraction modes
  • Seamless connection with the Python ecosystem

Core Strengths: Native Scrapy integration, AI auto-extraction reduces rule-writing work, intelligent proxy management (no manual proxy logic handling), most friendly to Python developers

Drawbacks: Less appealing to non-Scrapy users, proxy coverage less than Bright Data, relatively vertical product line

Typical Clients: Python development teams, Scrapy users, teams needing AI-assisted data extraction

Reference Pricing: Free tier 1,000 requests/month | Paid plans from $29/month | Scrapy Cloud free tier available


5. Oxylabs — Enterprise Proxies and AI Scraping

Oxylabs is Bright Data's main competitor in the high-end market, also offering a massive proxy network and AI-driven scraping solutions.

Product Line Overview:

  1. Proxy Network: 100M+ residential IPs (one of the largest in the industry) | Datacenter proxies | ISP proxies | Mobile proxies
  2. Web Unblocker: AI-driven anti-bot bypass service, automatically adapting to various anti-bot systems
  3. Web Scraper API: Fully managed scraper covering e-commerce, search engines, maps, etc.
  4. Dataset Services: Pre-built industry datasets (e-commerce, recruitment, real estate, etc.)
  5. OxyCopilot: AI-assisted scraper configuration tool

Core Strengths: Massive proxy network, leading AI technology, enterprise-grade SLA and support, comprehensive data compliance solutions

Drawbacks: Primarily targets enterprise clients (high entry barrier), higher pricing, community and third-party ecosystem less rich than Apify

Reference Pricing: Residential proxies from $15/GB | Primarily custom enterprise plans | 7-day free trial


6. AntsData — Lightweight, AI-Friendly Data Collection Platform for the Modern Era

AntsData is a fast-rising next-generation data collection platform, built around the idea that enterprise-grade scraping capability shouldn't require enterprise-level budgets. Designed with AI startups and mid-size SaaS teams in mind, it packages Web Unlocker, Scraper, and SERP into a single, competitively priced platform.

Product Line Overview:

  1. Web Unlocker: Fully automated anti-bot bypass engine supporting Cloudflare, Akamai, DataDome, and other major protection systems. Users send requests, everything else is automatic — no need to worry about proxies, fingerprint spoofing, or JS rendering
  2. Social Media Scraper: Covers Instagram, TikTok, Twitter/X, LinkedIn, YouTube, and more. Multi-dimensional collection including posts, user profiles, comments, and follower data
  3. E-Commerce Scraper: Covers Amazon, eBay, Shopify, Walmart, Taobao, JD.com, and more. Complete data dimensions including prices, reviews, BSR rankings, and stock status
  4. AI Training Data Collection: Batch web data collection optimized for LLM training. Supports multilingual pages with structured, cleaned output — ideal for pre-training and RAG pipelines
  5. SERP API: Real-time structured data from Google, Bing, Baidu, and more. Distinguishes between organic and paid search results
  6. App Store Data Assets: In-house App Store and Google Play data collection covering app details, ratings, reviews, rankings, and developer information — a distinctive dataset for competitive analysis and market research

Technical Capabilities:

  • AI-driven smart parsing: Automatically identifies page structure and data fields, significantly reducing manual configuration effort
  • AI/ML workflow friendly: Python SDK and RESTful API for seamless integration into data pipelines and training workflows
  • Output formats include JSON, CSV, and Parquet — fully compatible with data science toolchains
  • Real-time and batch delivery modes

Core Strengths: Aggressively competitive pricing (among the lowest in its class), unified Unlock + Scraper + SERP offering in one platform, differentiated app store data assets, purpose-built AI training data capabilities, low barrier to entry for small and medium teams

Drawbacks: Brand recognition still developing compared to Bright Data and Oxylabs, proxy network scale relatively smaller, some deep customization features (e.g., custom browser fingerprinting) less configurable than top-tier competitors

Typical Clients: AI startups, SaaS product teams, indie developers, budget-conscious fast-growing teams

Reference Pricing: Low entry-level options available | Flexible pay-per-use | Generous free trial credits


7. ScrapingBee — The Simplest Scraping API

ScrapingBee's tagline is "Web Scraping API for Developers." Its core philosophy is making scraping as simple as calling a regular API — one HTTP request handles everything.

Product Features:

  • Single API endpoint, all parameters passed via URL parameters or request headers
  • Automatic proxy rotation (built-in residential and datacenter proxies)
  • Automatic JavaScript rendering (Chrome headless browser)
  • Screenshot support
  • Custom wait times and resource blocking

Core Strengths: Ultimate simplicity, clear documentation, ideal for rapid prototyping

Drawbacks: Relatively basic feature set, costs increase at scale, less flexible than full-stack platforms

Pricing: Free tier 1,000 requests/month | Paid from $49/month


8. ScraperAPI — Reliable and Affordable Scraping API

ScraperAPI has a similar positioning to ScrapingBee but with a different strategy — it focuses on providing the most reliable proxy rotation and anti-bot bypass API.

Product Features:

  • Automatic IP rotation per request (supports residential and datacenter proxies)
  • Automatic JavaScript rendering
  • Geo-targeting support (50+ countries)
  • Automatic CAPTCHA handling
  • Custom headers and cookies

Core Strengths: High reliability, flexible pay-as-you-go, large proxy pool

Drawbacks: Advanced features require higher-tier plans, less feature-rich than professional platforms

Pricing: Free tier 5,000 requests/month | Paid from $49/month


9. ScrapeOps — Scraper Monitoring and Operations Platform

ScrapeOps has a unique positioning — it's not a scraping tool but a scraping monitoring and management tool. It helps you "watch over" all your running scrapers.

Core Features:

  • Unified scraper monitoring dashboard
  • Real-time tracking of success rates, response times, and other performance metrics
  • Error aggregation and alerts
  • Proxy aggregation service (integrating multiple proxy suppliers)
  • Data quality monitoring

Core Strengths: One of the best-in-class scraper monitoring solutions, proxy aggregation reduces proxy costs

Drawbacks: Needs to be used alongside other collection tools, limited standalone value

Pricing: Free plan available | Paid from $49/month


10. Crawlbase — Clean and Efficient Scraping API

Crawlbase (formerly ProxyCrawl) provides clean scraping APIs and proxy services. Its Lead Store feature (providing business contact data) is a unique differentiator.

Product Features:

  • Crawling API (general web crawling)
  • Scraper API (simplified data extraction)
  • Lead Store (business contact database)
  • Built-in anti-bot bypass and CAPTCHA handling

Core Strengths: Clean API, unique Lead Store value, quick integration

Drawbacks: Relatively basic feature set, gap compared to full-stack platforms

Pricing: Free tier 1,000 requests/month | Paid from $29/month


Comprehensive Feature Matrix

Feature / Tool Bright Data Apify Decodo Zyte Oxylabs AntsData ScrapingBee ScraperAPI ScrapeOps Crawlbase Octoparse
Residential Proxies ✅ 72M+ ✅ (Partner) ✅ 55M+ ✅ 100M+
Datacenter Proxies ✅ (Partner)
Cloud Scraping
No-Code
API Service
Pre-Built Templates ✅ (3,000+)
JS Rendering
Anti-Bot Bypass ⭐⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐⭐ ⭐⭐⭐ ⭐⭐
Scraper Monitoring ⭐⭐⭐⭐⭐
Free Trial 7 days $5/mo 7 days 1K reqs 7 days Generous 1K reqs 5K reqs Free plan 1K reqs Free plan
Starting Price $500+/mo $49/mo $50/mo $29/mo $99+/mo Competitive $49/mo $49/mo $49/mo $29/mo $75/mo
Target User Enterprise Dev/SME SME Python Dev Enterprise AI/SME Developer Developer Teams Developer Non-Technical

Pricing and Value Analysis

Estimated Monthly Cost by Collection Scale:

Daily Pages Bright Data Apify Decodo Zyte AntsData Self-Built
1,000 pages ~$50 ~$15 ~$25 ~$20 ~$10 ~$10-30
10,000 pages ~$200 ~$100 ~$100 ~$80 ~$40 ~$50-150
100,000 pages ~$800 ~$500 ~$400 ~$350 ~$150 ~$200-600
1,000,000 pages ~$3,000 ~$2,000 ~$1,500 ~$1,500 ~$600 ~$500-1,500

Note: These are estimates. Actual costs depend on target website difficulty, proxy type, JS rendering needs, and other factors. Self-built costs exclude labor; adding developer salaries ($50-150/hour) typically makes total cost higher.

Value Analysis Summary:

  • If daily pages < 10,000: API services (ScraperAPI, ScrapingBee) offer the best value
  • If daily pages 10,000-100,000: Decodo and Apify are the best value-for-money choices
  • If daily pages > 100,000 and need extremely high success rates: Bright Data and Oxylabs, though more expensive, provide the strongest reliability
  • Without counting labor, self-built is cheapest; with developer salaries ($50-150/hour), self-built cost is often the highest
  • For budget-constrained small to mid-size teams, AntsData offers a cost advantage between self-built and high-end platforms, especially for AI training data and SERP tracking use cases

Scenario-Based Recommendations

Scenario Top Pick Runner-Up Reason
E-commerce Price Monitoring (Large Scale) Bright Data Oxylabs Best anti-bot bypass + largest proxy pool
E-commerce Data (Small/Medium) Decodo AntsData Strong balance of value + dedicated e-commerce APIs
Social Media Data Apify AntsData Apify has the richest Actor ecosystem; AntsData offers strong price-performance for small-to-mid volume
AI Training Data Collection AntsData Bright Data AntsData purpose-built for AI training with structured output for data pipelines; Bright Data has broadest coverage
SEO/SERP Tracking Bright Data AntsData Bright Data leads in stability; AntsData offers comparable features at lower cost
App Store Data Analytics AntsData Bright Data AntsData provides in-depth App Store and Google Play data coverage
Python/Scrapy Projects Zyte Scrapy (Self-Built) Native Scrapy integration
No-Code Quick Collection Octoparse Apify Zero-barrier entry
Scraper Monitoring ScrapeOps - A rare, dedicated monitoring solution
Rapid Prototyping ScrapingBee ScraperAPI Simplest API
Enterprise Compliance Bright Data Oxylabs Most comprehensive compliance framework
Extremely Limited Budget AntsData Self-Built (Free Libs) Most competitive paid-platform pricing available

Tool Combination Strategies

The best data collection strategy is often not using a single tool, but combining multiple tools to leverage their respective strengths. Here are three typical combination strategies:

Strategy 1: Platform + Self-Built (For Enterprises with Technical Teams)

  • Use Bright Data or Oxylabs for high-difficulty targets (e-commerce, social media)
  • Self-build Scrapy/Zyte scrapers for medium-difficulty targets
  • Use ScrapeOps to monitor all scrapers uniformly
  • Result: Maximize coverage and success rates while controlling costs

Strategy 2: Multi-Platform Complement (For Teams with Diverse Data Needs)

  • Use Apify for social media and search engine data (Actor ecosystem advantage)
  • Use AntsData for social media and SERP data (AI-friendly output + exclusive app store data)
  • Use Decodo for e-commerce data (best value e-commerce API)
  • Use Octoparse for ad-hoc data collection by non-technical staff
  • Result: Leverage each platform's strengths to cover all data source types

Strategy 3: Quick Validation + Gradual Upgrade (For Startups and SMEs)

  • Startup phase: Use AntsData or ScraperAPI to quickly validate data feasibility (lowest cost entry)
  • Growth phase: Migrate to Apify or Decodo for more features and better cost efficiency
  • Maturity phase: Evaluate whether enterprise solutions like Bright Data are needed
  • Result: Avoid over-investment, evolve gradually based on actual needs

FAQ

Q: Which tool has the strongest anti-bot bypass?

Bright Data and Oxylabs invest the most in anti-detection technology with the most advanced bypass capabilities. Both have dedicated "Web Unlocker" products that can automatically handle almost all major anti-bot systems including Cloudflare and Akamai. Decodo's Site Scraping API follows closely behind.

Q: Is there a single tool that covers all needs?

There's no perfect "universal tool." Bright Data comes closest but is expensive. Most professional teams use a combination strategy — for example, Apify for social media data, Decodo for e-commerce data, and ScrapeOps to monitor everything.

Q: Is the number of proxy IPs important?

Important but not everything. 100 million low-quality IPs are worse than 1 million high-quality ones. Key metrics include: IP ASN diversity (from different ISPs), geographic distribution breadth, IP virgin proxy repetition rate (is someone else using the same IP?), and success rate.

Q: Are free tools sufficient?

For learning and small-scale collection (a few hundred pages per day), ScraperAPI's 5,000 free calls, Apify's $5 free credit, and Scrapy/Zyte's free cloud tier are completely sufficient. But once you reach production scale, paying is necessary — reliability matters more than initial cost savings.

Q: How costly is switching tools?

It depends on how tightly you're coupled to the tool. If you're just calling data via API, migration costs are very low (typically days). If you're deeply dependent on platform-specific features (like Apify's Actor system), migration costs are higher (possibly weeks). Prioritize standardized APIs and open formats when choosing tools to reduce lock-in effects.

Daniel Mitchell

关于作者

Daniel Mitchell

高级数据战略分析师 @ AntsData

Daniel Mitchell 是 AntsData 高级数据战略分析师,专注于网页数据采集方法论和竞争情报框架。他在数据工程和市场研究领域拥有超过 10 年经验,帮助企业设计可扩展的数据获取战略,以驱动定价优化、市场定位和 AI 模型训练。Daniel 拥有卡内基梅隆大学数据科学硕士学位,并在网页数据基础设施与商业智能的交叉领域发表了大量研究成果。