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📱 Social Media Scrapers ✅ 0+ Tools Available 🔥 Trending Category

Social Media Scrapers for Instagram, TikTok, Twitter, LinkedIn & 10+ Platforms

Social media holds the most real-time pulse of consumer behavior, brand sentiment, and cultural trends on the internet. Our social media scrapers extract profiles, posts, followers, engagement metrics, comments, hashtags, and 30+ more data points from every major social platform — structured, searchable, and ready for analysis in minutes.

📸 Instagram 🎵 TikTok 🐦 Twitter / X 💼 LinkedIn 📺 YouTube 👥 Facebook 📌 Pinterest 👻 Snapchat 🔴 Reddit 🧵 Threads
10B+ Profiles Scraped
10+ Platforms
30+ Data Points
99.5% Success Rate
✅ No coding required ✅ 1,000 free records ✅ No credit card ✅ Public data only
instagram-profile-data.json
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Natalie Roshan @natalier.creates · Lifestyle
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2.4M Followers
842 Following
1,247 Posts
4.8% Eng. Rate
💬 Avg Comments 3,847 per post
❤️ Avg Likes 112,400
📅 Post Frequency 4.2x / week
🎯 Top Hashtags #lifestyle #ootd #beauty
🌍 Audience US 42% · UK 18%
✅ Verified Blue Checkmark
🔗 Bio Link linktr.ee/natalier
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30+ Data Fields
~3 min Delivery
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10+ Platforms
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0 Profiles Scraped
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0 Social Platforms
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0 Data Points Per Profile
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0 Active Users
99.5% Scraping Success Rate

Social Media Is the Largest Unstructured Dataset on Earth — Make It Structured

Every day, billions of people share opinions, express preferences, discover products, and engage with brands across Instagram, TikTok, Twitter, LinkedIn, YouTube, and beyond. The organizations that can extract, structure, and analyze this torrent of public social data hold an extraordinary intelligence advantage. Our social media scrapers turn raw social content into clean, structured datasets you can actually work with.

Think about what social media data can tell you that no survey, focus group, or sales report ever could. Which influencers are genuinely connecting with your target audience — and which ones have inflated numbers? What do customers actually say about your competitor's product in the comment section where their PR team isn't looking? Which hashtags are building momentum in your category before they peak? What content formats are driving the highest engagement rates on TikTok right now?

Our social media scrapers extract this intelligence at scale — pulling public profile data, post metrics, comment sentiment, follower counts, engagement rates, hashtag performance, and audience demographics from every major social platform. What used to take a team of social analysts weeks to compile manually, our scrapers deliver in minutes — ready for analysis, visualization, or integration into your marketing intelligence platform.

From influencer marketing agencies vetting creators by real engagement metrics to academic researchers studying online discourse patterns — from brand safety teams monitoring competitor sentiment to data scientists building social graph models — the use cases for structured social media data are as diverse as the platforms themselves.

  • Extract complete public profile data including follower counts, following, post frequency, engagement rates, bio links, verified status, and audience demographics from 10+ platforms
  • Scrape post-level data including likes, comments, shares, saves, views, hashtags, captions, and media URLs — bulk extract entire profile histories or hashtag feeds
  • Monitor brand mentions, competitor campaigns, and trending conversations across platforms in real time — get alerted when relevant keywords or accounts spike in activity
  • Build influencer discovery datasets — filter by niche, follower count, engagement rate, location, and verification status across Instagram, TikTok, and YouTube simultaneously
  • Extract comment and reply data at scale for sentiment analysis, community health monitoring, and consumer opinion research across any public social account or hashtag
  • Export to CSV, JSON, Google Sheets, or via REST API — ready to feed your influencer marketing platform, social listening tool, BI dashboard, or NLP research pipeline

📊 Key Data Points Extracted

  • 👤 Profile name & username
  • 👥 Followers & following count
  • 📊 Engagement rate
  • ❤️ Likes & comments per post
  • 📸 Post & video URLs
  • 🏷️ Hashtags used
  • 📅 Post dates & frequency
  • Verified / checkmark status
  • 🔗 Bio & link in bio
  • 🌍 Audience location data
📱 Browse Social Scrapers

6 Ways Social Media Scraping Drives Real Business Results

From influencer marketing to brand monitoring to academic research — here's exactly how organizations use our social media scrapers to unlock intelligence that's impossible to collect any other way.

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Influencer Discovery & Vetting

Find and evaluate influencers by real engagement metrics — not just follower counts. Extract authentic engagement rates, audience demographics, posting frequency, content quality, brand collaboration history, and fake follower indicators from Instagram, TikTok, and YouTube at scale.

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Brand Monitoring & Sentiment

Track every public mention of your brand, products, or executives across all major social platforms in real time. Monitor competitor campaigns, detect developing PR crises before they escalate, and measure the sentiment of your community at scale across millions of posts and comments.

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Trend & Hashtag Intelligence

Monitor which hashtags, sounds, formats, and content themes are gaining momentum in your category — before they peak. Identify emerging micro-trends on TikTok and Instagram weeks before they hit mainstream marketing coverage and act on them while they're still early.

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NLP & Social Graph Research

Build large-scale social text datasets for sentiment classification, named entity recognition, topic modeling, and social network analysis. Academic researchers and data scientists use our scrapers to build training corpora that would take years to collect manually.

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Competitor Social Intelligence

Analyze competitor brands' social strategies — which content performs best, what engagement rates they're achieving, which influencers they're collaborating with, when they post, and how their audience growth compares against yours across every major platform.

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Social Commerce & Lead Generation

Extract contact information from public business profiles, identify brands selling through social commerce, monitor product launches announced via social media, and build lists of potential business partners and clients from LinkedIn and Instagram business accounts.

Engagement Benchmarks & Platform Metrics You Can Extract

Every platform has its own engagement norms and data structure. Our scrapers are purpose-built for each platform's unique data architecture — here's what you can track across them all.

30+ Data Points from Every Social Profile & Post

Our social media scrapers extract a comprehensive intelligence profile — from account-level metrics down to individual post and comment data across every platform.

👤Full Name & Username
📝Bio / Description
👥Followers Count
🔗Following Count
📊Total Posts / Videos
Verified Status
🔗Bio Link URL
🖼️Profile Picture URL
📍Location / Country
🏷️Account Category / Niche
📅Account Join Date
🌐Platform Profile URL
📝Post Caption / Text
🖼️Media URL (Photo/Video)
📅Post Timestamp
🔗Post URL
📋Post Type (Photo/Reel/Story)
🎵Audio / Sound Used
📍Location Tag
🤝Collaborator / Co-Author
❤️Like Count
💬Comment Count
🔄Share / Retweet Count
🔖Save / Bookmark Count
👁️View Count (Video)
📊Engagement Rate %
▶️Play Rate (TikTok)
📈Avg Engagement per Post
💬Comment Text
👤Commenter Username
📅Comment Timestamp
❤️Comment Likes
↩️Reply Count
😊Sentiment Score
Verified Commenter
🏷️Emoji Count
🏷️Hashtag Name
📊Post Count (Volume)
📈Growth Rate
👁️Total Views (TikTok)
❤️Avg Engagement per Tag
🎯Related Hashtags
📅Top Posts for Hashtag
🔥Trending Score
instagram-profile-sample.json
{ // Instagram Profile — Scraped by MyDataScraper "scrape_timestamp": "2024-12-20T22:00:00Z", "platform": "instagram.com", "profile_url": "https://instagram.com/natalier.creates", "username": "natalier.creates", "full_name": "Natalie Roshan", "bio": "Lifestyle · Travel · Beauty | Collab: natalie@natalier.com", "followers": 2400000, "following": 842, "total_posts": 1247, "is_verified": true, "is_business": true, "category": "Lifestyle Blog", "bio_link": "https://linktr.ee/natalier", "profile_pic_url": "https://scontent.cdninstagram.com/natalie.jpg", "email": "natalie@natalier.com", "engagement_rate": 4.8, "avg_likes_per_post": 112400, "avg_comments_per_post": 3847, "post_frequency_week": 4.2, "top_hashtags": ["#lifestyle", "#ootd", "#beauty", "#travel"], "recent_posts": [ { "post_url": "https://instagram.com/p/ABC123xyz/", "likes": 128400, "comments": 4120, "posted_at": "2024-12-19T14:30:00Z", "media_type": "Reel" } ] }

10+ Social Media Platforms Covered

From the world's biggest social networks to emerging platforms — our scrapers are purpose-built for each platform's unique data structure and anti-bot defenses.

Instagram
Profiles, Posts, Reels
TikTok
Videos, Sounds, Trends
Twitter / X
Tweets, Profiles, Trends
LinkedIn
Profiles, Posts, Companies
YouTube
Videos, Channels, Comments
Facebook
Pages, Posts, Groups
Pinterest
Pins, Boards, Profiles
Reddit
Posts, Comments, Subreddits
Threads
Posts, Profiles, Replies
Twitch
Streamers, Clips, Stats

Compare Our Top Social Media Scrapers

Not sure which social scraper fits your workflow? Here's a side-by-side comparison of our most popular social media intelligence tools.

Platform Data Points Posts Comments Difficulty Starting Price Action
Instagram Scraper
30+ ✓ Yes ✓ Yes Beginner Free / $49/mo View →
TikTok Scraper
26+ ✓ Yes ✓ Yes Intermediate Free / $49/mo View →
Twitter / X Scraper
24+ ✓ Yes ✓ Yes Intermediate Free / $39/mo View →
LinkedIn Scraper
28+ ✓ Yes — Limited Advanced Free / $49/mo View →
YouTube Scraper
22+ ✓ Yes ✓ Yes Beginner Free / $39/mo View →
Reddit Scraper
20+ ✓ Yes ✓ Yes Beginner Free / $29/mo View →

All Social Media Scrapers

Find the exact social media scraper you need. Filter by pricing, sort by popularity, or search by platform name.

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Built for Every Social Media Intelligence Workflow

From influencer marketing agencies to academic researchers to brand monitoring teams — our social scrapers power every organization that needs structured social intelligence at scale.

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Influencer Marketing Agencies

Discover and vet influencers by real engagement metrics — not just follower counts. Build comprehensive creator databases filtered by niche, platform, location, follower size, and engagement rate. Track performance across campaigns, monitor content quality, and detect fake follower inflation before signing contracts. Deliver data-backed influencer recommendations to clients instead of gut-feel shortlists.

Creator Discovery Engagement Vetting Campaign Tracking Fraud Detection
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Brand & PR Teams

Monitor every public mention of your brand across all social platforms in real time. Track competitor campaigns, measure share of voice, analyze sentiment around your products and campaigns, and get instant alerts when relevant conversations spike. Understand what your customers actually say about you when your PR team isn't in the room.

Brand Monitoring Sentiment Analysis Share of Voice Crisis Detection
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AI & NLP Research Teams

Build large-scale social text corpora for sentiment classification, toxicity detection, named entity recognition, topic modeling, and language model fine-tuning. Extract multilingual social content across platforms to build culturally diverse training datasets. Our scrapers deliver structured, labeled social text at the volume serious ML research demands.

NLP Datasets Sentiment Models LLM Training Social Graph
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Social Media Managers & Strategists

Analyze competitor brands' social strategies in depth — what content formats perform best, posting schedules, hashtag strategies, engagement benchmarks, and audience response patterns. Use data to justify content investment decisions, benchmark your own performance against industry leaders, and identify content opportunities your competitors are missing.

Competitor Analysis Content Strategy Benchmarking Hashtag Research
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Academic & Social Researchers

Study discourse patterns, information spread, community formation, and cultural narratives across social platforms at scale. Build longitudinal datasets tracking how specific topics, hashtags, or accounts grow and evolve over time. Conduct computational social science research that would be completely impossible to pursue with manual data collection methods.

Discourse Analysis Network Research Longitudinal Data Comp. Social Science
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Investors & Financial Analysts

Use social media data as alternative signals — brand sentiment velocity, creator economy growth metrics, product launch reception monitoring, and early consumer demand signals. Track executive commentary on Twitter/X for sentiment-driven insights. Monitor viral product moments as leading indicators of consumer demand shifts before they show in quarterly data.

Alt Data Signals Sentiment Tracking Consumer Trends Brand Health

Common Questions About Social Media Scraping

Scraping publicly accessible social media content — profiles, posts, follower counts, and engagement data visible to any visitor — is broadly considered legal in most jurisdictions. The landmark hiQ v. LinkedIn ruling confirmed that scraping public data does not violate the Computer Fraud and Abuse Act. All major social platforms have Terms of Service that restrict automated access, so we recommend reviewing them and consulting legal counsel for your specific use case. Our scrapers only access public-facing data — never private messages, non-public accounts, or data behind authentication barriers.

No. Our social media scrapers exclusively access publicly visible content — profiles, posts, and data that any visitor can see without following or logging in. We do not scrape private accounts, locked profiles, direct messages, or any content that requires authentication to access. This is both an ethical boundary and a legal one — private social content is explicitly protected under privacy law in most jurisdictions.

Yes. Our scrapers are built for bulk operations — upload a CSV of usernames or profile URLs and extract data from thousands of public profiles in a single job. For influencer discovery workflows, you can also scrape all profiles within a hashtag feed, a competitor's followers list (where public), or a niche creator category. Enterprise plans support concurrent scraping of large profile datasets with dedicated infrastructure.

Instagram and TikTok run some of the most sophisticated bot detection systems in the world — fingerprinting, behavioral analysis, CAPTCHA challenges, and rate limiting. Our scrapers counter these with a rotating pool of 15M+ residential IP addresses that appear as genuine user traffic, randomized browser fingerprinting, human-like request timing, and automatic CAPTCHA resolution. Our current success rates are 99.5% for Instagram and 98.8% for TikTok public data extraction.

Yes. Our comment scrapers can extract thousands of comments from any public post or video — structured with commenter username, comment text, timestamp, like count, and reply count. For YouTube, we can also extract reply threads. Comment data is invaluable for sentiment analysis, community health monitoring, consumer opinion research, and NLP model training. Comments are scraped from the most recent to the oldest, with configurable volume limits.

Yes. Our hashtag scrapers extract post volume, total views (TikTok), top-performing content, engagement rates, and related hashtag suggestions for any public hashtag on Instagram, TikTok, and Twitter/X. You can monitor a list of target hashtags on a scheduled cadence to track growth, identify emerging trends, and understand what content performs best within specific topic communities.

Yes. Our scrapers automatically calculate authentic engagement rates based on post-level metrics (likes + comments ÷ followers) averaged across the most recent posts. This is far more accurate than manually calculating from profile-level totals. We also provide average likes per post, average comments per post, post frequency, and engagement rate trend data — all the metrics you need to evaluate influencer quality or benchmark competitor performance.

Start Extracting Social Media Intelligence Today

Join 11,200+ marketers, researchers, and data professionals already using MyDataScraper's social media tools. Get your first 1,000 social profiles or posts completely free — no credit card, no commitment, public data only.

⭐ 4.9/5 Rating | 🛡️ Public Data Only | 🔒 99.9% Uptime SLA | 💬 24/7 Support | 🆓 Free Plan Always Available