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Top 10 Best Data Scraping Software of 2026

Discover top 10 data scraping software tools to extract data efficiently. Find the perfect solution for your needs here.

Jannik Lindner

Jannik Lindner

Feb 11, 2026

10 tools comparedExpert reviewed
Independent evaluation · Unbiased commentary · Updated regularly
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Data scraping software is a critical asset for extracting, synthesizing, and leveraging online data to power informed decisions, automate processes, and maintain a competitive edge. With options ranging from open-source frameworks to enterprise-grade platforms, choosing the right tool hinges on aligning with your technical expertise, scalability needs, and specific use cases—each represented in this curated list.

Quick Overview

  1. 1#1: Scrapy - Open-source Python framework for building fast, powerful web crawlers and scrapers.
  2. 2#2: Octoparse - No-code visual web scraping tool for extracting data from websites without programming.
  3. 3#3: Apify - Cloud platform for web scraping, browser automation, and running pre-built scraping actors.
  4. 4#4: Bright Data - Enterprise-grade web data platform offering scraping APIs, proxies, and unstructured data extraction.
  5. 5#5: ParseHub - Point-and-click desktop app for scraping dynamic websites with JavaScript rendering support.
  6. 6#6: Selenium - Open-source browser automation framework for testing and scraping dynamic web applications.
  7. 7#7: Puppeteer - Node.js library providing a high-level API to control headless Chrome for scraping JS sites.
  8. 8#8: WebScraper - Browser extension and cloud service for creating sitemaps to scrape websites easily.
  9. 9#9: ScrapingBee - RESTful scraping API that bypasses anti-bot systems with proxies and headless browsers.
  10. 10#10: Zyte - AI-driven web scraping services and tools for scalable extraction and data delivery.

We selected and ranked these tools by prioritizing robust functionality (including dynamic content handling and anti-bot protection), usability (from no-code interfaces to advanced programming support), performance consistency, and value for money, ensuring they cater to both technical and non-technical users.

Comparison Table

Data scraping is essential for extracting insights from digital platforms, and this comparison table explores tools like Scrapy, Octoparse, Apify, Bright Data, and ParseHub, highlighting their unique features, best use cases, and key strengths to guide users in selecting the right solution for their needs.

1Scrapy logo9.7/10

Open-source Python framework for building fast, powerful web crawlers and scrapers.

Features
9.9/10
Ease
7.2/10
Value
10/10
2Octoparse logo9.1/10

No-code visual web scraping tool for extracting data from websites without programming.

Features
9.3/10
Ease
9.5/10
Value
8.7/10
3Apify logo9.2/10

Cloud platform for web scraping, browser automation, and running pre-built scraping actors.

Features
9.5/10
Ease
8.7/10
Value
9.0/10

Enterprise-grade web data platform offering scraping APIs, proxies, and unstructured data extraction.

Features
9.5/10
Ease
7.2/10
Value
7.8/10
5ParseHub logo8.3/10

Point-and-click desktop app for scraping dynamic websites with JavaScript rendering support.

Features
8.5/10
Ease
9.2/10
Value
7.8/10
6Selenium logo8.2/10

Open-source browser automation framework for testing and scraping dynamic web applications.

Features
8.8/10
Ease
6.0/10
Value
10.0/10
7Puppeteer logo8.9/10

Node.js library providing a high-level API to control headless Chrome for scraping JS sites.

Features
9.5/10
Ease
7.0/10
Value
10.0/10
8WebScraper logo8.0/10

Browser extension and cloud service for creating sitemaps to scrape websites easily.

Features
7.5/10
Ease
9.2/10
Value
8.3/10

RESTful scraping API that bypasses anti-bot systems with proxies and headless browsers.

Features
9.2/10
Ease
9.4/10
Value
8.3/10
10Zyte logo8.5/10

AI-driven web scraping services and tools for scalable extraction and data delivery.

Features
9.2/10
Ease
7.2/10
Value
8.0/10
1
Scrapy logo

Scrapy

specialized

Open-source Python framework for building fast, powerful web crawlers and scrapers.

Overall Rating9.7/10
Features
9.9/10
Ease of Use
7.2/10
Value
10/10
Standout Feature

Asynchronous, event-driven architecture powered by Twisted for blazing-fast concurrent request handling

Scrapy is an open-source Python framework for web scraping and crawling, designed to extract structured data from websites at scale. It allows developers to build customizable 'spiders' that handle HTTP requests, parse responses with XPath/CSS selectors, follow links, and process data via pipelines. Key strengths include asynchronous processing for high performance, built-in deduplication, retries, and exports to JSON, CSV, XML, and more.

Pros

  • Exceptional scalability and speed for large-scale scraping via asynchronous Twisted engine
  • Highly extensible with middleware, pipelines, and a vast ecosystem of extensions
  • Robust handling of complex scenarios like JavaScript rendering (with Splash) and anti-bot evasion

Cons

  • Steep learning curve requiring solid Python knowledge
  • No built-in GUI; fully code-based development and debugging
  • Initial project setup and configuration can be verbose

Best For

Experienced developers and data engineering teams needing production-grade, high-volume web data extraction.

Pricing

Free and open-source (BSD license); no paid tiers.

Visit Scrapyscrapy.org
2
Octoparse logo

Octoparse

specialized

No-code visual web scraping tool for extracting data from websites without programming.

Overall Rating9.1/10
Features
9.3/10
Ease of Use
9.5/10
Value
8.7/10
Standout Feature

AI-powered auto-detection and visual task builder for rapid scraper creation

Octoparse is a no-code web scraping platform that enables users to extract data from websites using an intuitive visual interface, supporting complex tasks like handling JavaScript, infinite scrolling, and AJAX without programming. It offers local and cloud-based extraction, scheduling, IP rotation, and exports to formats like Excel, CSV, JSON, and databases. With pre-built templates for popular sites and AI-assisted task creation, it's designed for scalable, automated data collection.

Pros

  • No-code visual builder ideal for non-technical users
  • Robust handling of dynamic content and anti-bot measures
  • Cloud execution with scheduling and API integrations

Cons

  • Free plan severely limited in tasks and data volume
  • Higher plans required for advanced features like unlimited cloud runs
  • Occasional issues with highly protected or rapidly changing sites

Best For

Non-technical marketers, researchers, and businesses needing automated web data extraction at scale without coding expertise.

Pricing

Free plan with limits; Standard ($89/mo), Professional ($209/mo), and Enterprise (custom) plans billed annually.

Visit Octoparseoctoparse.com
3
Apify logo

Apify

enterprise

Cloud platform for web scraping, browser automation, and running pre-built scraping actors.

Overall Rating9.2/10
Features
9.5/10
Ease of Use
8.7/10
Value
9.0/10
Standout Feature

The Actor marketplace with over 5,000 pre-built, community-maintained scrapers for instant data extraction.

Apify is a full-stack web scraping and automation platform that enables users to build, deploy, and scale data extraction tasks using pre-built 'Actors' or custom code in JavaScript, Python, or other languages. It provides serverless execution, automatic proxy rotation, headless browser support, and integrations with storage solutions like datasets and key-value stores. Ideal for extracting structured data from websites at scale, it includes a marketplace with thousands of community-contributed scrapers for quick deployment.

Pros

  • Extensive marketplace of ready-to-use Actors for common scraping tasks
  • Serverless scaling with built-in proxies, retries, and anti-bot evasion
  • Strong developer tools including SDKs, APIs, and scheduling

Cons

  • Steep learning curve for building custom Actors from scratch
  • Credit-based pricing can become expensive for high-volume scraping
  • Limited no-code options compared to purely visual tools

Best For

Developers and teams needing scalable, reliable web scraping without managing servers or infrastructure.

Pricing

Free tier with 5 compute units/month; paid plans from $49/month (Personal) to enterprise, billed on pay-per-compute usage.

Visit Apifyapify.com
4
Bright Data logo

Bright Data

enterprise

Enterprise-grade web data platform offering scraping APIs, proxies, and unstructured data extraction.

Overall Rating8.7/10
Features
9.5/10
Ease of Use
7.2/10
Value
7.8/10
Standout Feature

World's largest residential proxy network with 72+ million IPs for unmatched scale and evasion

Bright Data is a leading web data collection platform providing enterprise-grade proxy networks, scraping tools, and pre-collected datasets for large-scale data extraction. It excels in bypassing anti-bot measures through its massive residential, mobile, and datacenter proxies, enabling reliable scraping from challenging websites. The platform includes specialized tools like Web Unlocker and Scraping Browser for automated, undetectable data collection.

Pros

  • Vast proxy network with over 72 million residential IPs for superior anti-detection
  • Advanced tools like Web Unlocker and IDE for scalable, automated scraping
  • Compliance-focused with legal datasets and robust support for enterprises

Cons

  • High costs with pay-per-use pricing that can escalate quickly
  • Steep learning curve for setup and optimization
  • Overkill and expensive for small-scale or beginner users

Best For

Enterprise teams and data-intensive businesses needing reliable, high-volume web scraping with strong anti-block capabilities.

Pricing

Pay-as-you-go residential proxies from $8.40/GB, datacenter from $0.10/GB; enterprise plans start at $500/month with custom pricing.

Visit Bright Databrightdata.com
5
ParseHub logo

ParseHub

specialized

Point-and-click desktop app for scraping dynamic websites with JavaScript rendering support.

Overall Rating8.3/10
Features
8.5/10
Ease of Use
9.2/10
Value
7.8/10
Standout Feature

AI-assisted training mode that learns from user corrections to handle complex, changing site structures automatically

ParseHub is a no-code web scraping tool that enables users to extract data from websites using an intuitive point-and-click interface, without writing any code. It specializes in handling dynamic content like JavaScript-rendered pages, infinite scroll, AJAX requests, and even sites requiring logins or CAPTCHAs through its training features. Users can schedule automated scrapes, monitor progress via a dashboard, and export data to formats like CSV, JSON, or connect to APIs and cloud storage.

Pros

  • Visual point-and-click interface ideal for beginners
  • Strong support for JavaScript and dynamic sites
  • Cloud-based with scheduling and integrations

Cons

  • Free tier limited to 200 pages/month and 5 projects
  • Performance can lag on very large-scale scrapes
  • Pricing escalates quickly for high-volume needs

Best For

Non-technical users, marketers, and small teams scraping moderate amounts of web data without coding expertise.

Pricing

Free plan (200 pages/month, 5 projects); paid plans start at $149/month (Standard: 10k pages, 40 projects) up to $599/month (Business: 1M pages).

Visit ParseHubparsehub.com
6
Selenium logo

Selenium

specialized

Open-source browser automation framework for testing and scraping dynamic web applications.

Overall Rating8.2/10
Features
8.8/10
Ease of Use
6.0/10
Value
10.0/10
Standout Feature

Full browser automation simulating human-like interactions to access content invisible to simple HTTP requests.

Selenium is an open-source automation framework that controls web browsers programmatically, enabling realistic interactions like clicking, scrolling, and form submissions for web scraping. It excels at handling dynamic, JavaScript-heavy websites by fully rendering pages in browsers such as Chrome, Firefox, and Edge before extracting data. Supporting multiple languages including Python, Java, and C#, it bridges testing and scraping use cases effectively.

Pros

  • Handles complex JavaScript-rendered content seamlessly
  • Cross-browser and multi-language support
  • Free and open-source with a vast community ecosystem

Cons

  • Requires programming knowledge and setup of browser drivers
  • Resource-heavy and slower than lightweight scrapers
  • Brittle to UI changes, needing frequent maintenance

Best For

Developers scraping dynamic web apps where full browser rendering is essential.

Pricing

Completely free and open-source.

Visit Seleniumselenium.dev
7
Puppeteer logo

Puppeteer

specialized

Node.js library providing a high-level API to control headless Chrome for scraping JS sites.

Overall Rating8.9/10
Features
9.5/10
Ease of Use
7.0/10
Value
10.0/10
Standout Feature

Direct high-level API access to Chrome DevTools Protocol for unparalleled browser control and realism in scraping.

Puppeteer is a Node.js library developed by Google that provides a high-level API to control headless Chrome or Chromium browsers via the DevTools Protocol. It enables developers to automate browser tasks like navigating pages, clicking elements, filling forms, and extracting data from dynamically rendered JavaScript content. Ideal for web scraping, it handles complex interactions and renders pages exactly as a real browser would, making it superior for single-page applications (SPAs).

Pros

  • Powerful JavaScript rendering and DOM manipulation for scraping dynamic sites
  • Advanced features like network interception, screenshots, and PDF generation
  • Extensive community plugins for stealth and anti-detection

Cons

  • Requires Node.js programming knowledge, not beginner-friendly
  • Resource-intensive due to running full browser instances
  • Vulnerable to headless detection without additional configuration

Best For

Experienced developers needing precise control over browser automation for scraping JavaScript-heavy websites.

Pricing

Free and open-source under Apache 2.0 license.

8
WebScraper logo

WebScraper

specialized

Browser extension and cloud service for creating sitemaps to scrape websites easily.

Overall Rating8.0/10
Features
7.5/10
Ease of Use
9.2/10
Value
8.3/10
Standout Feature

The browser-based visual sitemap creator that allows drag-and-drop configuration of complex scraping selectors.

WebScraper.io is a no-code web scraping tool featuring a Chrome browser extension that enables users to visually select page elements and build sitemaps for data extraction without programming. It supports scraping from single pages or entire sites, with exports to CSV, JSON, or Excel formats. The platform also offers a cloud service for scheduling scrapes, handling larger volumes, and bypassing IP blocks. It's particularly suited for straightforward data collection tasks from static or semi-dynamic websites.

Pros

  • Intuitive point-and-click interface requires no coding
  • Generous free tier with unlimited local scraping via extension
  • Visual sitemap builder simplifies multi-page scraping

Cons

  • Limited JavaScript rendering and anti-bot evasion in the free extension
  • Cloud plans scale pricing quickly for high-volume needs
  • Lacks advanced features like proxy rotation or API integrations in basic plans

Best For

Non-technical users, marketers, and small businesses needing quick, simple web data extraction without coding expertise.

Pricing

Free Chrome extension for local scraping; Cloud plans start at $50/month (100k rows) up to $500+/month for enterprise-scale.

Visit WebScraperwebscraper.io
9
ScrapingBee logo

ScrapingBee

specialized

RESTful scraping API that bypasses anti-bot systems with proxies and headless browsers.

Overall Rating8.8/10
Features
9.2/10
Ease of Use
9.4/10
Value
8.3/10
Standout Feature

Premium rotating proxy network with residential IPs and automatic anti-detection measures

ScrapingBee is a robust web scraping API that simplifies data extraction by handling proxies, JavaScript rendering, and anti-bot bypasses automatically. It supports both static and dynamic websites, allowing users to send simple HTTP requests and receive clean HTML or JSON data. Ideal for developers seeking scalable scraping without infrastructure management, it offers features like geolocation targeting and screenshot capabilities.

Pros

  • Automatic proxy rotation with residential IPs to evade blocks
  • Headless Chrome rendering for JavaScript-heavy sites
  • Built-in CAPTCHA solving and geolocation targeting

Cons

  • Pay-per-request pricing can escalate for high-volume scraping
  • Limited customization compared to self-hosted solutions
  • Dependency on service uptime and potential rate limits

Best For

Developers and teams needing quick, reliable web scraping at scale without managing proxies or browsers.

Pricing

Free tier with 1,000 credits; paid plans start at $49/month for 140,000 credits (1 credit per request), with pay-as-you-go options.

Visit ScrapingBeescrapingbee.com
10
Zyte logo

Zyte

enterprise

AI-driven web scraping services and tools for scalable extraction and data delivery.

Overall Rating8.5/10
Features
9.2/10
Ease of Use
7.2/10
Value
8.0/10
Standout Feature

Scrapy Cloud for one-click deployment, monitoring, and horizontal scaling of Scrapy spiders

Zyte is a robust web scraping platform centered around the open-source Scrapy framework, providing cloud hosting, intelligent proxy rotation, and AI-powered extraction tools for large-scale data collection. It enables developers to build, deploy, and scale spiders while bypassing anti-bot measures like CAPTCHAs and IP blocks. Additional features include AutoExtract for no-code parsing and Smart Proxy for residential IPs, making it suitable for enterprise-level scraping.

Pros

  • Seamless Scrapy integration with cloud deployment and auto-scaling
  • Advanced proxy management and anti-detection capabilities
  • AI tools like AutoExtract for structured data extraction without coding

Cons

  • Steep learning curve for non-Scrapy users
  • High costs for small-scale or hobbyist projects
  • Complex pricing model with add-ons for proxies and storage

Best For

Enterprise developers and teams requiring scalable, reliable web scraping for production environments.

Pricing

Free tier with limits; paid plans start at $29/month for basic crawling, plus usage-based fees for proxies ($1-15/GB) and compute.

Visit Zytezyte.com

Conclusion

Evaluating 10 data scraping tools reveals Scrapy as the top choice, renowned for its robust open-source framework and flexibility in building powerful crawlers. Octoparse stands out as an excellent no-code option, perfect for those prioritizing simplicity, while Apify excels with its cloud platform and pre-built solutions, catering to diverse needs. Each tool offers unique strengths, ensuring the right fit for every scraping goal.

Scrapy logo
Our Top Pick
Scrapy

Ready to begin scraping? Try Scrapy to harness its open-source power and create efficient, reliable scrapers that adapt to your requirements—whether you're a developer or new to the field.