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8 Best Social Media Scraping Tools in 2023

Social media is a data goldmine for businesses. But extracting insights from all the noise can be challenging without the right tools. This guide will explore the top social media scraping tools to help you effortlessly collect and analyze social data.

Why Scrape Social Media Data?

Over 4.55 billion people now use social media worldwide. They generate massive amounts of data daily that can offer unprecedented customer insights.

For example, social scraping can help you:

  • Monitor brand mentions and sentiment
  • Analyze competitors and influencers
  • Discover new leads and opportunities
  • Identify trends and emerging threats
  • Benchmark performance of campaigns
  • Gather market research and feedback

Manual social media data collection is extremely tedious and time-consuming. Scraping tools automate the process so you can harvest thousands of data points quickly.

But keep in mind, while scraping public social data is legal, each platform has scrape limits. Exceeding these can get your account suspended. So scrape ethically by mixing up IPs, scraping judiciously, and avoiding private profiles.

Now let‘s dive into the top social media scraping tools for effortless data collection and analysis.

1. Phantombuster

With over 100 million companies using their social scrapers, Phantombuster is arguably the most popular choice.

Key Features

  • Intuitive scraper builder: Easily configure scrapers visually by selecting data types – no coding needed.
  • Broad platform support: Scrape Twitter, LinkedIn, Instagram, Facebook, YouTube, Twitch, TikTok, Google and more.
  • Ready-made scrapers: Get started quicker with pre-made scrapers for all major platforms.
  • Scheduler: Automate data collection by scheduling scrapes.
  • Alerts: Get notified when scrapes complete or hit set milestones.
  • Data enrichment: Further enrich scraped profiles through integrations like Clearbit and
  • Collaboration: Securely share scrapers and data with your team.
  • Proxy rotation: Avoid blocks by distributing requests across residential proxies.
  • Cloud extraction: Scalably run scrapers on Phantombuster‘s cloud infrastructure.
  • API access: Manage and access data programmatically via API.
  • Whitelabelling: Customize scrapers with your own branding.

Use Cases

Phantombuster‘s versatility makes it useful across industries:

  • Marketing: Monitor brand mentions, influencers, trends, and competitors. Get leads for campaigns.
  • Recruiting: Find and engage candidates on LinkedIn and Twitter.
  • Sales: Generate leads from Twitter bios and LinkedIn profiles. Enrich with Clearbit.
  • Market Research: Analyze consumer sentiment and conversations around products.
  • Customer Service: Monitor social channels for brand mentions and feedback.


Phantombuster offers a forever free plan but advanced features require upgrade:

  • Free: 3 scrapers, 1000 requests/month
  • Pro: $99/month, 50k requests/month
  • Business: $249/month, 150k requests/month
  • Enterprise: Custom pricing

14-day free trials available for paid plans. Overall, Phantombuster makes social scraping accessible for any size business.

2. ScraperAPI

If you‘re comfortable coding, ScraperAPI lets you extract social data programmatically via API.


  • Developer-focused: Scrape data by calling API endpoints from any language like Python, NodeJS, Ruby etc.
  • Proxy rotation: Avoid blocks by routing requests through residential proxies.
  • Social integrations: Pre-built scrapers for Twitter, Facebook, Instagram, YouTube, LinkedIn.
  • Cloud scraping: Run API calls on ScraperAPI‘s infrastructure.
  • Pricing per API call: Only pay for the requests you use.

Use Cases

ScraperAPI is great for developers building custom scrapers:

  • Scrape tweets and followers for sentiment analysis.
  • Gather social media profiles for lead generation.
  • Compile listings data from multiple sites.
  • Develop custom scrapers for niche platforms or use cases.
  • Build browser extensions to display social data overlays.


ScraperAPI is affordable for low to moderate usage:

  • Free Plan: 5,000 requests free for 7 days.
  • Starter: 5,000 requests for $39/month.
  • Professional: 50,000 requests for $199/month.
  • Business: 500,000 requests for $899/month.
  • Enterprise: Custom.

Overall, ScraperAPI is a cost-effective API-based scraping solution for developers.

3. Octoparse

Octoparse makes it easy for non-technical users to build powerful scrapers visually.


  • Intuitive UI: Visually configure scrapers without any coding.
  • Broad platform support: Scrape data from Facebook, Twitter, LinkedIn, YouTube and 100+ sites.
  • Templates: Quickly start scraping with pre-built templates.
  • Automation: Schedule and monitor scrape jobs.
  • Collaboration: Securely share scrapers across teams.
  • Proxy rotation: Avoid blocks by distributing requests across residential proxies.
  • Cloud extraction: Run scrapers on Octoparse‘s distributed cloud infrastructure.
  • Enrichment: Append scraped data with information from integrations.
  • Customization: Build scrapers tailored to your unique needs.

Use Cases

Octoparse can power various business applications:

  • Monitor brand mentions across social channels.
  • Build lead lists from LinkedIn and Twitter profiles.
  • Track influencer content and engagement.
  • Analyze customer feedback and reviews.
  • Gather data for market research.
  • Centralize social media management and analytics.


Octoparse offers four paid tiers:

  • Basic: $99/month
  • Professional: $199/month
  • Business: $499/month
  • Enterprise: Custom

14-day free trials available. Octoparse is ideal for effortless social scraping without coding.

4. Apify

Apify is a heavyweight solution perfect for developers needing advanced scraping capabilities.


  • Headless browser scraping: Scrape dynamic sites using Playwright and Puppeteer.
  • Pre-built scrapers: Dedicated scrapers for Instagram, Twitter, Facebook, YouTube etc.
  • Scalable infrastructure: Run scrapers on Apify‘s cloud platform.
  • Scheduler: Automate scrape jobs for continuous data collection.
  • Integrations: Connect 300+ tools like Zapier, Slack, Google Sheets.
  • Proxy management: Automatically rotate proxies during scrapes.
  • Developer-optimized: Integrate scraping into NodeJS apps.

Use Cases

Apify excels at large scraping projects:

  • Scrape all tweets and hashtags mentioning your product for social listening.
  • Crawl multiple sites to compare product prices and SEO data.
  • Build a custom scraper tailored to your needs usingPlaywright.
  • Continuously collect listings data from dozens of sites.


Apify has four paid plans:

  • Basic: $49/month
  • Professional: $249/month
  • Business: $499/month
  • Enterprise: Custom

30-day free trial available. Apify offers advanced scraping capabilities for developers.

5. makes it easy for non-technical users to extract social data.


  • Intuitive interface: Visually configure scrapers without coding.
  • Social focus: Extract data from Twitter, Facebook, Instagram, YouTube, Reddit.
  • Templates: Hit the ground running with pre-made scrapers.
  • Fast exports: Export scraped data instantly to CSV, Excel, Google Sheets.
  • Affordable pricing: Starts at just $9/month.
  • Proxy rotation: Avoid blocks by routing requests through proxies.

Use Cases is great for occasional small-scale scraping:

  • Quickly pull latest tweets about your brand.
  • Build lists of leads from Twitter and Instagram influencers.
  • Grab latest product reviews from Reddit and YouTube.
  • Monitor discussions and sentiment around launches.

Pricing has two main paid plans:

  • Basic: $9/month, 10,000 records/month
  • Pro: $39/month, 50,000 records/month

7-day free trial provided. Overall, offers an affordable entry point for easy social scraping.

6. ParseHub

ParseHub enables automated web scraping through an intuitive visual interface.


  • Visual scraper builder: Point and click to extract data – no coding needed.
  • Browser extension: Scrape directly from your browser.
  • Monitoring: Visibility into scrape progress and status.
  • Scheduling: Schedule and automate scrapes for continuous data collection.
  • Data exports: Export scraped data to CSV, Excel, Google Sheets, Zapier.
  • Affordable pricing: Generous free plan, upgrades from $59/month.

Use Cases

ParseHub can help businesses:

  • Monitor latest social conversations around a brand, product or campaign.
  • Compile contact lists from LinkedIn profiles.
  • Build a market research database from discussions on forums and Reddit.
  • Collect product reviews from YouTube and influencer blogs.


ParseHub offers a free and paid plan:

  • Free: 100 scrapes/month
  • Pro: $59/month for 10,000 records/month

The free plan allows generous usage making ParseHub accessible for startups and smaller teams.

7. offers robust data extraction capabilities powered by AI.


  • Intuitive visua interface: Point and click to build scrapers.
  • AI-assisted scraping: AI recommends best data fields to extract.
  • Connectors: Pipe scraped data into apps like SQL, Salesforce, HubSpot.
  • Cloud infrastructure: Run large scrapes on‘s scalable platform.
  • Proxy rotation: Avoid blocks by distributing requests across proxies.
  • Alerts: Get notifications for job failures or completion.

Use Cases excels at large scraping projects:

  • Scrape all tweets from the past year mention your competitor.
  • Extract latest user reviews for all your products from forums.
  • Compile pricing data for all products in your category from multiple sites.
  • Continuously collect social media profiles from target demographics.

Pricing offers enterprise-focused plans:

  • Starter: $599/month, 150,000 pages/month
  • Professional: $1,999/month, 1 million pages/month
  • Enterprise: Custom pricing

14-day free trial provided. offers robust scraping capabilities for large datasets.

8. Mozenda

Mozenda is an enterprise web scraping solution built for large-scale data projects.


  • Powerful scrapers: Extract data from virtually any site – including social media.
  • Scalable platform: Run scrapers on Mozenda‘s robust cloud infrastructure.
  • Data connectors: Pipe scraped data directly into databases, BI tools like Tableau, Marketo, and more.
  • Intuitive interface: Visually build and manage scrapers without coding.
  • Automation: Schedule and monitor scrapes.
  • Security: SOC 2 compliant with robust access controls.

Use Cases

Mozenda can handle complex scraping initiatives like:

  • Compiling complete Instagram histories across thousands of accounts.
  • Crawling multiple sites to gather compete category pricing data.
  • Continuously extracting all tweets mentioning your brand and related keywords.
  • Scraping social media profiles for large lead generation campaigns.


Mozenda offers custom enterprise pricing including:

  • Dedicated account rep and onboarding
  • Custom integrations
  • Phone support

Mozenda supports mission-critical scraping at scale for Fortune 500 companies and enterprises.

Comparing Social Media Scraping Tools

Here is a quick comparison of key capabilities across the top tools:

ToolLearning CurvePlatformsVisual BuilderProxy RotationFree TierPricing
PhantombusterLowAll majorYesYesYes$99+
ScraperAPIModerateMajor socialAPI OnlyYes7-day trial$39+
OctoparseLowMajor social & webYesYes14-day trial$99+
ApifyHighMajor social & webNoYes30-day trial$49+
Dexi.ioLowMajor socialYesYes7-day trial$9+
ParseHubLowAny siteYesNoYes$59+
Import.ioLowAny siteYesYes14-day trial$599+
MozendaModerateAny siteYesYesFree trialCustom

Common Social Media Scraping Use Cases

Here are some examples of how businesses can leverage these tools:

  • Lead generation – Build targeted lead lists by scraping social media profile data from Twitter, LinkedIn and Instagram. Enrich leads with additional data from clearbit or similar.
  • Market research – Understand customer needs and gauge reaction to products by analyzing conversations on social platforms. Scrape reviews, discussions, comments and posts mentioning your business.
  • Sentiment analysis – Monitor overall sentiment towards your brand on social media by scraping mentions and running them through a sentiment analyzer.
  • Competitive intelligence – Track competitor social media activity including new product launches, campaigns, promotions and announcements.
  • Influencer marketing – Discover relevant influencers by scraping audience demographics and engagement metrics for social media accounts in your niche. Outreach accordingly.
  • Reputation management – Get alerts for brand name mentions across social networks so you can respond quickly to negative publicity or reviews.
  • Social listening – Identify trends, opportunities and threats in your industry by extracting and analyzing discussions across social platforms.

Scraping Social Media Ethically

While scraping social media data is legal, there are ethical practices you should follow to avoid getting banned:

  • Don‘t overload platforms with scrapers. Limit scrape frequency to avoid crossing abuse thresholds that could get accounts suspended.
  • Avoid scraping private profiles or data points users didn‘t consent to being public. Read platform data policies to ensure compliance.
  • Use proxies and rotate IPs so you don‘t send too many requests from one address. Distribute requests geographically.
  • Introduce randomness in scraping patterns – don‘t scrape sites at precise intervals.
  • Remove personally identifiable information like usernames from collected data. Anonymize info that isn‘t required.
  • Follow robots.txt guidelines. Do not scrape pages or data disallowed.
  • Consult legal counsel if attempting large-scale collection of public data across jurisdictions. Laws vary.


Social media platforms are a goldmine of data for smarter marketing and competitive intelligence. Scraping tools like Phantombuster, ScraperAPI and Octoparse enable effortless collection of public social data at scale.

You can leverage these scraped social insights for lead generation, market research, sentiment analysis, reputation management and more. Just be sure to scrape ethically to avoid platform bans.

Review popular tools like Phantombuster, ScraperAPI and Mozenda to find one tailored to your use case and technical expertise. With the right social media scraper, unlocking data insights becomes easy.



Michael Reddy is a tech enthusiast, entertainment buff, and avid traveler who loves exploring Linux and sharing unique insights with readers.