Best Data Scraping Software & Collection Tools

Data scraping software and data collection software help teams turn websites, directories, product pages, job boards, reviews, and public search results into structured datasets without manual copy-paste.

This guide compares the top 12 tools for 2026 — from AI-powered browser agents like Clura to developer platforms like Apify and enterprise infrastructure like Bright Data — with real-world use cases, feature comparisons, and pricing context.

Top 12 Data Scraping Software and Collection Tools

The best data scraping software ranges from no-code browser extensions like Clura for business users to developer platforms like Apify and enterprise data infrastructure like Bright Data.

1. Clura

Clura earns the top spot by making web-based data scraping and data collection simple. This AI-powered Chrome extension turns tedious manual copy-pasting into a one-click workflow for sales, marketing, recruiting, research, and e-commerce teams. Pre-built templates for Google Maps, Amazon, Crunchbase, job boards, directories, and more mean you can start collecting structured data in minutes without technical help.

Pricing: Free plan with 500 rows per scrape, 20 scrapes per day. Lifetime Plan at $29.99 one-time with unlimited agent runs.

2. Apify

Apify is a powerful platform built around "Actors" — serverless cloud programs for any scraping or automation task. Its store offers hundreds of ready-made Actors, and developers can build custom solutions using the JavaScript SDK. Plans include a free tier with monthly credits; paid plans start at $49/month.

3. Zyte (formerly Scrapinghub)

Zyte provides enterprise-grade scraping infrastructure centered on its unified API for proxy rotation, JavaScript rendering, and CAPTCHA handling. Scrapy Cloud lets teams deploy spiders at scale with success-based pricing. Best for developer teams with existing Scrapy expertise.

4. Bright Data

Bright Data is a full-scale web data platform with one of the world's largest proxy networks. Its Web Unlocker API automates IP rotation, CAPTCHA solving, and fingerprinting. A Dataset Marketplace offers pre-collected data on demand. Monthly subscription plans start at $500/month.

5. Oxylabs

Oxylabs is an enterprise powerhouse combining a massive proxy network with Web Scraper API for automated JS rendering and CAPTCHA bypass. Web Scraper API plans start at $49/month; residential proxy plans from $75/month. Best at enterprise scale.

6. Octoparse

Octoparse democratizes data gathering with a visual, point-and-click interface that needs no code. Its cloud service adds scheduling and IP rotation. Free plan available; Standard plans from $89/month.

7. ParseHub

ParseHub excels at scraping dynamic sites with JavaScript, AJAX, and infinite scroll via a visual desktop app. Free plan supports up to 200 pages per run; paid plans from $189/month.

8. Web Scraper (webscraper.io)

Web Scraper offers a point-and-click browser extension for building sitemaps without code. Its cloud service adds parallel jobs and scheduling. The browser extension is free; cloud plans from $50/month.

9. Browse AI

Browse AI uses an action-recorder to train robots by demonstration. Scheduled monitoring with visual change alerts makes it ideal for competitor tracking. Free plan available; paid plans from $49/month.

10. PhantomBuster

PhantomBuster is the go-to platform for social media lead generation automation. Over 100 pre-built Phantoms and chainable Workflows power outreach funnels without code. 14-day free trial; paid plans from $69/month.

11. Captain Data

Captain Data is an API-first platform for B2B data pipelines. It chains people and company enrichment automations directly into CRMs like Salesforce and HubSpot. Credit-based pricing with a pricing calculator.

12. Diffbot

Diffbot uses computer-vision and NLP models to automatically extract structured data from any page without manual rules. Its commercial Knowledge Graph is powerful for enrichment. Paid plans from $299/month.

Data Scraping Software vs Data Collection Software

Data scraping software extracts structured data from websites. Data collection software is the broader category that may also include forms, APIs, surveys, enrichment, storage, and workflow automation.

People use the terms interchangeably, but the distinction helps when choosing a tool. If your source is a webpage, directory, marketplace, job board, or search result, you need data scraping software. If your workflow also includes enrichment, scheduling, connectors, surveys, CRM handoff, or analysis, you are looking at the broader data collection software stack.

Data Scraping Software Feature Comparison

Comparing tools by technical skill, use case, and pricing helps narrow down which data scraping software fits your team's workflow and budget.

How to Choose the Right Data Scraping Software

Choose data scraping software by answering four questions: who will use it, what source type do you need, how much data do you need, and what is your budget.

• Who will use it? Non-technical users need no-code tools; developers can leverage APIs and frameworks.
• What is your primary use case? Lead gen, price monitoring, and social automation each have purpose-built solutions.
• How much data do you need? Free tiers work for occasional small tasks; cloud scheduling suits continuous monitoring.
• What is your budget? Start with free trials before committing to a paid plan.

The right data collection software not only saves hundreds of hours but unlocks a level of insight that was once impossible to achieve. Manual data gathering is a thing of the past.

Frequently Asked Questions

What is data scraping software?

Data scraping software extracts structured information from websites, directories, marketplaces, search results, product pages, reviews, and job boards. It turns visible web data into CSV, Excel, JSON, or downstream workflow data without manual copy-paste.

What is data collection software?

Data collection software automates the process of extracting information from websites and other sources, turning unstructured web pages into clean, structured datasets you can use for sales, marketing, research, or operations.

Which data collection software is best for non-technical users?

Clura, Octoparse, Browse AI, and ParseHub are all designed for non-technical users. Clura is the fastest to start — install the Chrome extension and use a pre-built template to extract your first dataset in under five minutes.

Is there a free data collection software?

Yes. Clura offers 500 rows per scrape and 20 scrapes per day for free — no credit card required. Octoparse and Web Scraper also have free local tiers. Apify provides $5 in monthly platform credits at no cost.

Can data collection software scrape LinkedIn?

Yes. Clura has pre-built templates for LinkedIn Sales Navigator and LinkedIn company pages. Always review LinkedIn's Terms of Service and only collect publicly available profile information for legitimate business purposes.

How do I export scraped data to Excel?

Most no-code data collection tools export directly to CSV, which opens natively in Excel. Clura exports to CSV in one click after a scrape completes. Some tools also support direct Google Sheets integration.

Conclusion

The world of automated data collection is incredibly exciting. The right software not only saves hundreds of hours but unlocks a level of insight that was once impossible to achieve without a dedicated research team.

Start by identifying your primary use case and skill level, then pick a tool that matches both. Try Clura's free tier for immediate, no-code results — or explore one of the developer platforms if you need enterprise-scale infrastructure.

Explore related guides:

• Web Scraping AI Guide —
• Scrape Data From Website Chrome Extension —
• Free Web Scraping Tools —