Social media is a goldmine of public data, packed with sales leads, market trends, and competitor insights just waiting to be discovered. But who has time to manually copy-paste profiles, posts, and contact information? The process is painfully slow, error-prone, and simply doesn't scale. This is where social media scraping tools come in, transforming a tedious manual chore into a powerful, automated workflow.

These tools allow you to systematically collect public data from platforms like LinkedIn, Instagram, X (formerly Twitter), and Facebook, turning unstructured information into clean, organized spreadsheets. Imagine automatically building lead lists, monitoring brand mentions, or tracking competitor pricing without lifting a finger. It’s not just about saving time; it's about unlocking strategic advantages that would otherwise be impossible to find. For example, some advanced techniques even involve scraping LinkedIn contacts from Google Search to bypass platform limitations.

This guide cuts through the noise to bring you the definitive list of the top 12 social media scraping tools available today. We’ve done the heavy lifting to compare features, pricing, and ideal use cases for each one, so you can find the perfect solution for your specific goals. Whether you’re a sales rep hunting for prospects, a marketer tracking a campaign, or a recruiter sourcing talent, you’ll find an actionable recommendation here. We’ll dive deep into what makes each tool great (and where it falls short), complete with direct links and screenshots to help you make a confident decision. Let's get started.

1. Clura

Clura earns its top spot as a powerhouse among social media scraping tools by delivering an exceptionally intuitive, no-code experience through a simple Chrome extension. It's engineered for professionals who need clean, reliable data from complex social platforms without getting bogged down in technical configurations. Its core strength lies in turning tedious, repetitive data collection from sites like LinkedIn and X (formerly Twitter) into a one-click automated workflow.

This browser-based AI agent stands out by using pre-built templates and smart automation, eliminating the steep learning curve associated with traditional scrapers. You can instantly start building high-quality prospect lists, enriching candidate profiles, or monitoring competitor activity straight from your browser.

Key Takeaway: Clura's standout value is its combination of simplicity and power. It provides the reliable, structured output of an enterprise-grade tool with the accessibility of a lightweight browser extension, saving users countless hours each week.

Where Clura Excels

Clura is more than just a scraper; it’s a productivity engine for data-driven teams. Its AI-powered agents are designed to navigate dynamic web pages, identify relevant data points, and organize them into a clean, CSV-ready format automatically.

• Diverse Use Cases: From sales teams extracting leads from LinkedIn Sales Navigator to marketers analyzing sentiment on X, Clura's templates cover a vast range of professional needs.

• Zero-Setup Workflow: Installation is as simple as adding a Chrome extension. There are no servers to configure or complex software to install, making it immediately accessible.

• Reliable & Clean Data: User testimonials consistently praise Clura for its accuracy. The tool reliably extracts data like names, job titles, emails, and company details, structuring it perfectly for import into a CRM or spreadsheet.

Pricing, Pros & Cons

Pricing: Clura offers a generous Free forever plan that includes 300 data rows per month. The paid Grow plan starts at an accessible $15/month for 1,000 rows, unlimited agent runs, and dedicated email support, with custom plans available for higher-volume needs up to 15,000 rows.

For anyone looking for powerful and efficient social media scraping tools without the technical overhead, Clura is a definitive and robust choice.

Visit the website: https://www.clura.ai

2. PhantomBuster

PhantomBuster is a titan in the no-code automation space, offering an arsenal of over 100 pre-built "Phantoms" that automate actions and extract data from major social networks. It’s an incredibly accessible platform, especially for sales reps, recruiters, and marketers who need powerful results without writing a single line of code. The platform’s strength lies in its simplicity and its strong focus on LinkedIn automation.

It allows you to build powerful, multi-step workflows. For instance, you can automatically send connection requests on LinkedIn, follow up with a message, and enrich the contact’s data using another Phantom, all on a set schedule. This makes it one of the most popular social media scraping tools for lead generation and outreach.

Key Features & Use Cases

• Ready-Made Automations: Access a massive library of "Phantoms" for scraping profiles, followers, posts, and more from LinkedIn, Instagram, X (formerly Twitter), and others.

• Workflow Builder: Chain Phantoms together to create sophisticated sequences, like scraping LinkedIn event attendees and then sending them personalized connection requests.

• Cloud-Based Execution: Set your automations to run on a schedule from the cloud, so you don't need your browser open. This is perfect for running tasks overnight or throughout the workday.

• Easy Data Export: Directly export your scraped data to Google Sheets or a CSV file, making it simple to integrate into your existing CRM or sales pipeline.

Pros & Cons

Pricing

PhantomBuster offers a free trial with limited execution time. Paid plans start at $69/month for the "Starter" plan, which provides 20 hours of execution time. Higher-tier plans offer more time, more Phantom "slots" (concurrent automations), and premium features like priority support.

Website: https://phantombuster.com

Pro-Tip: If you’re looking to build similar powerful LinkedIn scraping workflows without being constrained by execution time limits, you can explore Clura's pre-built LinkedIn posts and activity scraper template as a flexible alternative.

3. Apify

Apify is a powerhouse platform that uniquely bridges the gap between no-code simplicity and developer-grade control. It offers a vast marketplace of pre-built scrapers called "Actors" for nearly every social media platform imaginable, including TikTok, Instagram, and Facebook. This makes it a fantastic choice for analysts and marketers who need reliable data from diverse sources without deep technical knowledge.

The platform is designed for both quick, one-off data pulls and complex, scheduled scraping pipelines. You can run an Actor with just a few clicks or use the API to integrate its data-gathering capabilities directly into your own applications. This flexibility makes Apify a go-to social media scraping tool for projects that might start simple but need to scale up later.

Key Features & Use Cases

• Actor Marketplace: Gain access to a huge library of ready-to-run scrapers for a wide range of social platforms, many of which are actively maintained by Apify.

• Pay-As-You-Go Model: The pricing is based on compute units, allowing you to pay only for the resources you actually use, which is ideal for sporadic or unpredictable scraping needs.

• Powerful Scheduling & API Access: Automate your scrapers to run on any schedule and pull the results directly via API into your databases, dashboards, or applications.

• Flexible Data Exports: Easily export scraped data to formats like JSON, CSV, or directly into Google Sheets for quick analysis.

Pros & Cons

Pricing

Apify offers a generous free forever plan that includes $5 in platform credits each month, which is perfect for small tasks and testing. Paid plans start at $49/month, providing more platform credits, longer data retention, and access to more advanced features. Enterprise plans are available for large-scale operations.

Website: https://apify.com

4. Bright Data

Bright Data is a powerhouse in the web data industry, offering enterprise-grade infrastructure for large-scale data collection. While not a simple no-code tool, its Web Scraper API and extensive proxy network provide the foundation for some of the most robust and reliable social media scraping tools available. It's built for teams that need high-volume, resilient data extraction without the headaches of managing proxies or getting blocked.

The platform's standout feature is its catalog of pre-collected social media datasets. Teams can bypass the scraping process entirely and purchase ready-to-use data from platforms like TikTok, Instagram, and Reddit. For those who prefer building custom solutions, the API offers success-based pricing, meaning you only pay for the data you successfully retrieve, which is a game-changer for budget predictability at scale.

Key Features & Use Cases

• Web Scraper API: Build custom scrapers on top of Bright Data’s world-class infrastructure, which handles proxy rotation, CAPTCHAs, and blocks automatically.

• Ready-Made Datasets: Accelerate market research or trend analysis by purchasing fully-maintained datasets from major social media platforms, saving immense development time.

• Global Proxy Network: Leverage one of the largest and most reliable proxy networks in the world to access geo-specific content and avoid IP-based restrictions.

• Enterprise-Ready: Designed for serious operations with features like service-level agreements (SLAs), dedicated account managers, and compliance-focused tooling.

Pros & Cons

Pricing

Bright Data offers a pay-as-you-go model for many of its products, as well as monthly and annual subscription plans that provide better rates. The Web Scraper API, for example, starts at around $10.00 per 1,000 successful requests on the pay-as-you-go plan. Enterprise plans with custom pricing are available for high-volume users requiring dedicated support and SLAs.

Website: https://brightdata.com/products/web-scraper

5. Oxylabs

For developers and technical teams needing enterprise-grade reliability, Oxylabs offers a powerful suite of Scraper APIs designed for high-volume data extraction. While it serves many industries, its explicit support for social media targets makes it a standout choice for projects that require scale, stability, and precision. It's a developer-first tool that handles the complex parts of scraping, like proxy management, CAPTCHAs, and JavaScript rendering.

Oxylabs provides a robust infrastructure that allows you to treat web data as a direct feed into your applications. With dedicated endpoints and clear documentation for platforms like TikTok, it abstracts away the anti-bot measures, letting your team focus on leveraging the data rather than fighting to access it. This makes it an exceptional solution for building custom social media scraping tools and integrations.

Key Features & Use Cases

• Social Media Scraper API: Get dedicated endpoints and comprehensive documentation for specific social targets, such as TikTok Shop, hashtags, and video data.

• AI-Powered Unblocking: The platform uses advanced AI and machine learning to automatically handle dynamic anti-scraping measures, ensuring a high success rate.

• JavaScript Rendering: Easily scrape dynamic, single-page applications built with frameworks like React or Vue, which are common on modern social media sites.

• Structured Data Delivery: Receive clean, parsed data directly in JSON or other formats, eliminating the need for complex post-processing and parsing on your end.

Pros & Cons

Pricing

Oxylabs offers a 7-day free trial. Its Scraper API pricing is usage-based, starting at $49/month for the "Micro" plan, which includes 17,500 results. Plans scale up based on the number of results needed, with custom enterprise pricing available for very high-volume requirements.

Website: https://oxylabs.io/products/scraper-api

6. TexAu

TexAu positions itself as a comprehensive growth automation platform, empowering users to connect different web applications and automate lead-generation workflows. It offers a suite of "Spices" (automations) and a drag-and-drop recipe builder that allows sales, marketing, and recruiting teams to create powerful sequences without any coding knowledge. Its core value lies in creating multi-step outreach and enrichment funnels.

While historically a strong player in social media automation, TexAu is currently evolving. Users may find that some of its well-known LinkedIn automations are being retired or are in a transitional phase. However, its strength in chaining together different web services for holistic lead generation still makes it a noteworthy tool in the automation space.

Key Features & Use Cases

• Drag-and-Drop Workflow Builder: Visually combine different "Spices" to build complex, multi-step automation recipes, such as finding an email, verifying it, and then sending an outreach message.

• Lead Enrichment & Outreach: Integrates with various data sources and outreach tools to enrich contact information and automate communication sequences across multiple platforms.

• Cloud Execution and Scheduling: Run your automation recipes on a schedule entirely in the cloud, ensuring your lead generation engine works around the clock without manual intervention.

• Team & Agency Tiers: Offers plans specifically designed for collaboration, allowing multiple team members or agency clients to manage and run automations from a central dashboard.

Pros & Cons

Pricing

TexAu offers a 14-day free trial to test its features. Paid plans begin at $29/month for the "Starter" plan, which includes a limited amount of credits and execution time. Higher-tier plans like "Growth" ($79/month) and "Agency" ($199/month) provide significantly more resources, proxy access, and premium integrations for larger teams.

Website: https://www.texau.com

7. Captain Data

Captain Data positions itself as a powerful, no-code platform designed for automating business workflows and collecting real-time data. It excels at creating multi-step, end-to-end automations, particularly for LinkedIn, making it a favorite among sales and marketing teams looking to build repeatable, scalable processes. Its visual workflow editor is a standout feature, allowing users to chain actions like searching, extracting, and enriching data without any coding.

The platform is engineered for teams that need to aggregate and enrich large datasets from multiple sources. For instance, you could scrape a list of LinkedIn Sales Navigator leads, enrich their profiles with company data from another source, and push the final, clean list directly into your CRM. This focus on integrated, repeatable workflows makes it a robust solution among social media scraping tools.

Key Features & Use Cases

• Visual Workflow Editor: Build and visualize sophisticated, multi-step scraping and enrichment sequences by connecting pre-built automation modules.

• LinkedIn-Centric Playbooks: Offers a rich library of automations specifically for LinkedIn and Sales Navigator, perfect for lead generation and recruitment tasks.

• Native Integrations: Connects seamlessly with CRMs and other tools using OAuth, API keys, and a browser extension to simplify authentication and data export.

• Concurrency Controls: Provides advanced settings to manage the speed and volume of your automations, helping to mimic human behavior and stay compliant. For a deeper dive, consider consulting a detailed review of Captain Data.

Pros & Cons

Pricing

Captain Data uses a credit-based system, with plans starting from €399/month. This plan includes 100,000 credits, which are consumed based on the specific actions you run (e.g., a profile visit costs a certain number of credits). Higher-tier plans offer more credits, more user seats, and dedicated support options.

Website: https://www.captaindata.com

8. Octoparse

Octoparse is a powerful and visually intuitive no-code web scraping tool that empowers users to extract public web data without writing a single line of code. Its point-and-click interface is a standout feature, allowing marketers, researchers, and data analysts to build sophisticated scraping tasks simply by interacting with the target website. It transforms the often-complex process of data extraction into a manageable, visual workflow.

The platform is designed for versatility, offering both local execution for smaller tasks and a robust cloud platform for large-scale, scheduled scraping. This makes it one of the most adaptable social media scraping tools, capable of handling everything from quick data grabs on social profiles to ongoing monitoring of public posts and comments, provided it aligns with the platform’s terms of service.

Key Features & Use Cases

• Visual Workflow Builder: Point and click on the elements you want to extract, and Octoparse automatically builds the scraping logic. This is ideal for scraping user reviews, public posts, or follower counts.

• Cloud-Based & Scheduled Extraction: Set your scrapers to run automatically on a schedule (e.g., daily or hourly) from the cloud, ensuring you always have the most up-to-date data without needing your computer on.

• Built-in Templates: Get started quickly with pre-built templates for popular websites, which simplifies the process of scraping common data points from social platforms.

• Anti-Blocking Solutions: Offers add-ons like residential proxies and automatic CAPTCHA solving to navigate more complex and protected websites, improving the success rate of your data extraction tasks.

Pros & Cons

Pricing

Octoparse offers a generous free plan that includes up to 10 tasks. Paid plans start at $89/month for the "Standard" plan, which increases task limits and adds cloud extraction. The "Professional" plan at $249/month offers more concurrent runs and faster cloud scraping speeds, with custom pricing for enterprise needs.

Website: https://www.octoparse.com/pricing

9. ParseHub

ParseHub is a powerful, visual web scraping tool that empowers users to extract data from websites without writing any code. While not exclusively designed for social media, its point-and-click interface makes it an excellent choice for pulling publicly available data from simpler social pages, forums, or review sites. It operates as a desktop application that allows you to build your scraper, which can then be run on ParseHub's cloud servers.

Its strength lies in its ability to handle complex websites with JavaScript, AJAX, and infinite scroll, which are common on social platforms. You can train it to navigate through pages, click on elements, and extract the exact data you need, making it a flexible option for structured, recurring data collection tasks. This makes it one of the more adaptable social media scraping tools for those who need to tackle varied and sometimes tricky public web pages.

Key Features & Use Cases

• Visual Point-and-Click Interface: Easily select the data you want to scrape directly on the webpage, making project setup highly intuitive for non-coders.

• Cloud-Based Scraping: Schedule your scraping projects to run automatically on ParseHub's servers, complete with IP rotation to help avoid blocks.

• Handles Complex Sites: Effectively scrapes data from dynamic websites that rely heavily on JavaScript, pagination, and infinite scroll.

• Flexible Data Export: Download your scraped data as a JSON or CSV file, or integrate it directly via API for more advanced workflows.

Pros & Cons

Pricing

ParseHub offers a free plan that includes 200 pages per run and 5 public projects. Paid plans start at $189/month for the "Standard" plan, which increases limits and adds features like scheduled runs and IP rotation. The "Professional" plan at $599/month offers even higher limits and more pages per run.

Website: https://www.parsehub.com

10. DataMiner

DataMiner is a powerful and versatile browser extension designed for quick, on-the-fly data extraction directly from any webpage. It operates on a "recipe" system, where users can leverage thousands of pre-built public recipes or create their own to scrape specific data from social media profiles, posts, or search results. This makes it an incredibly agile tool for marketers, researchers, and sales professionals who need to capture data without complex setup.

Its core strength lies in its browser-based simplicity. You can navigate to a LinkedIn or X (formerly Twitter) page, open the extension, find a suitable recipe, and instantly pull the information into a clean, downloadable format. For anyone needing ad-hoc data points without committing to a heavy-duty platform, DataMiner is one of the most efficient social media scraping tools available.

Key Features & Use Cases

• Public Recipe Library: Instantly access a huge collection of user-created recipes for scraping popular sites like LinkedIn, Instagram, and Facebook, saving you setup time.

• One-Click Scraping: Simply browse to your target page, open the extension, and execute a recipe to extract data with minimal effort.

• Pagination Automation: The tool can automatically navigate through multiple pages of search results or feeds to collect comprehensive datasets.

• Direct Data Export: Easily download your scraped data as a CSV or XLS file, or export it directly to Google Sheets for immediate analysis.

Pros & Cons

Pricing

DataMiner offers a free plan that allows up to 500 page scrapes per month, which is perfect for testing and small tasks. Paid plans start with the "Solo" plan at just $19.99/month, offering more pages and features. Business and enterprise plans provide higher page credits and advanced capabilities for team usage.

Website: https://dataminer.io

11. RapidAPI Marketplace

RapidAPI Marketplace isn't a single scraping tool, but a massive hub where developers and businesses can discover, test, and integrate thousands of third-party APIs, including many for social media data. It acts as a universal API client, allowing you to connect to various endpoints for platforms like X (formerly Twitter), Reddit, and TikTok from one centralized dashboard. This approach is fantastic for projects requiring data from multiple sources without managing separate subscriptions and API keys for each.

Its strength lies in the sheer variety and the streamlined subscription management. You can find niche APIs for specific tasks, like analyzing TikTok trends or scraping Reddit comments, and manage all the billing in one place. This makes it an invaluable resource for developers building applications that need diverse social data streams.

Key Features & Use Cases

• Centralized API Hub: Discover and subscribe to thousands of APIs for social media, data enrichment, and more in a single marketplace.

• Unified Billing & Analytics: Manage all your API subscriptions, payments, and usage analytics from one account, simplifying budget management.

• Multi-Language Code Snippets: Instantly generate ready-to-use code snippets for your chosen API in multiple programming languages, speeding up integration.

• Flexible Plan Tiers: Most APIs offer multiple plans, including free, freemium, and pay-per-use options, allowing you to test and scale affordably.

Pros & Cons

Pricing

Pricing varies drastically depending on the specific API provider and the plan you choose. Many APIs on the marketplace offer a free tier for low-volume testing, with paid plans ranging from a few dollars per month for basic access to hundreds or thousands for enterprise-level usage. The platform centralizes billing for all your subscriptions.

Website: https://rapidapi.com

Pro-Tip: If you need reliable X (Twitter) data without the risk of using an unofficial API, you can explore Clura’s pre-built X hashtags scraper for a more stable and compliant alternative.

12. SocialGrep

For anyone focused on understanding the pulse of Reddit, SocialGrep is a specialized and powerful tool. It bypasses the need for complex API setups or custom scripts by offering a direct, searchable interface to Reddit's massive repository of posts and comments. It’s designed for researchers, marketers, and analysts who need to quickly gather historical data, track trends, or monitor specific conversations within niche communities.

SocialGrep excels at deep-diving into Reddit data with precision. You can filter conversations by subreddit, date range, keywords, domain, and more, making it an indispensable asset for market research and brand monitoring. Its primary value is transforming raw, unstructured Reddit discussions into organized datasets ready for analysis, making it one of the most efficient social media scraping tools for this specific platform.

Key Features & Use Cases

• Advanced Reddit Search: Utilize powerful filters to pinpoint specific posts or comments across any subreddit, perfect for tracking brand mentions or competitor activity.

• Historical Data Access: Scrape historical Reddit data going back years, allowing for comprehensive trend analysis and retroactive campaign research.

• Simple Data Export: Download your search results directly as a CSV or JSON file, making it easy to import the data into analysis tools or databases.

• Self-Serve UI: The platform is entirely web-based, providing an intuitive interface for running searches and managing exports without any coding required.

Pros & Cons

Pricing

SocialGrep offers a free tier with limited search capabilities. Paid plans are based on credits, which are used for exporting data. Pricing is flexible, allowing users to purchase credit packs as needed, with larger packs offering a lower cost per credit.

Website: https://socialgrep.com

Pro-Tip: The data you get from SocialGrep is perfect for sentiment analysis. By processing the text from comments and posts, you can gauge public opinion on any topic. To explore this further, you can find a guide to the top social media sentiment analysis tools and techniques.

12 Social Media Scraping Tools Comparison

Ready to Automate Your Social Media Data Collection?

You've just explored a comprehensive landscape of the best social media scraping tools available today. From powerful, developer-focused APIs like Bright Data and Oxylabs to versatile automation platforms like PhantomBuster and Apify, the options are as diverse as the data you want to collect. We've seen how these tools can revolutionize everything from lead generation and competitive analysis to market research and talent acquisition.

The journey from manual data entry to automated intelligence is no longer a complex, code-heavy endeavor. The modern toolkit for social data extraction is accessible, powerful, and designed for action. The key takeaway is that there isn't a single "best" tool for everyone; the right choice is the one that aligns perfectly with your specific goals, technical comfort level, and strategic objectives.

Making Your Choice: Key Factors to Consider

Before you jump in, take a moment to reflect on what you truly need. Choosing the right partner for your data collection efforts is crucial for success.

Here’s a quick recap of the decision-making framework:

• Your Technical Skill: Are you a non-technical user who needs a point-and-click solution? An AI-powered browser extension like Clura or a template-based platform like PhantomBuster is your best bet. Are you a developer or part of a data team? An API-first solution from Oxylabs or Bright Data will give you the control and scale you need.

• Your Primary Use Case: If your goal is to quickly build targeted lead lists for sales, a tool optimized for LinkedIn and other professional networks is essential. For e-commerce brands tracking sentiment or monitoring competitor pricing on platforms like Instagram or TikTok, a different set of features will be more valuable.

• Scalability and Volume: Do you need to run a few small scraping tasks each day, or are you planning to extract millions of data points for a large-scale analytics project? Your required data volume will heavily influence your choice, pushing you toward either simple cloud-based automations or robust, enterprise-grade infrastructure.

• Budget and Pricing Model: Pricing structures vary wildly, from pay-as-you-go credits and monthly subscriptions to custom enterprise plans. Define your budget and find a tool whose pricing model offers the best return on investment for your specific usage patterns.

Turning Data into Action

Remember, the ultimate goal isn't just to collect data; it's to transform that data into actionable insights that drive growth. The most effective social media scraping tools are those that integrate seamlessly into your existing workflows, saving you time and empowering you with the information needed to make smarter, faster decisions.

Whether you're a sales professional building a pipeline, a marketer tracking campaign performance, or a recruiter sourcing top talent, the power to automate data collection is a massive competitive advantage. You can finally stop the tedious copy-pasting and start focusing on strategy. The right tool will feel less like a piece of software and more like a dedicated member of your team, tirelessly working in the background to bring you the freshest, most relevant data.

The era of manual data scraping is over. Your next breakthrough idea, your next high-value client, or your next star employee is waiting in the vast datasets of social media. Now, you have the map and the tools to find them.

Ready to experience the fastest way to turn social media profiles into structured data? Clura uses AI to make web scraping as simple as clicking a button, directly in your browser. Explore our prebuilt templates and start your first workflow in minutes. Get started for free at Clura.