✨ Ultimate Instagram Profile Scraper – Advanced Data Extraction

The most powerful Instagram Profile Scraper on Apify — Extract 200+ data points per profile with multi-engine parallel scraping, 40+ advanced filters, influencer marketing analytics, and real-time streaming output.

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🌟 Why This Instagram Profile Scraper?

Most tools give you basic stats — followers, bio, maybe a few posts. This one goes far beyond.

Built with a proprietary multi-engine architecture, this scraper runs multiple extraction engines simultaneously in parallel, cross-references data from every source, and delivers the richest, most accurate Instagram profile dataset available on Apify — up to 200+ fields per profile.

Key Differentiators

Feature	This Scraper	Others
Data fields per profile	200+	10–30
Parallel engine extraction	✅ Multi-engine	❌ Single method
Engagement trend analysis	✅ Built-in	❌ Not available
Influencer marketing metrics	✅ CPM, post value, score	❌ Manual calc
Fake follower risk detection	✅ Automated	❌ Not available
Content niche classification	✅ 16 niches	❌ Not available
Keyword-based profile discovery	✅ Multi-source	⚠️ Limited
Real-time streaming output	✅ Per-profile push	❌ Batch only
Advanced filtering (40+ criteria)	✅ Built-in	⚠️ 3–5 filters
Posting pattern analysis	✅ Full calendar	❌ Not available

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🚀 What Can This Instagram Profile Scraper Extract?

📊 Profile Metadata (Always Extracted)

• Username, full name, user ID, profile URL
• Biography (full text), profile picture (SD & HD)
• Followers count, following count, posts count
• Verification status, privacy status, business account detection
• Account type (personal / business / creator)
• Instagram business category
• External URL, business email, business phone number
• Business address, city, country

📈 Engagement Analytics

• Engagement rate — calculated from real post performance
• Average likes per post, average comments per post
• Average views per reel
• Engagement trend — increasing, stable, or decreasing
• Recent vs. older engagement rate comparison
• Peak engagement day & hour
• Engagement authenticity score

📷 Content Data

• Up to 12 recent posts with full metadata:
  • Caption, hashtags, mentions, location tags
  • Likes, comments, video views
  • Media URLs (images, carousels, videos)
  • Timestamp, accessibility caption
  • Content type classification
• Up to 6 recent Reels with engagement data
• Pinned posts with full metadata
• Story highlights metadata
• IGTV count, tagged posts count

🧠 AI-Powered Content Analysis

• Content theme detection — sports, fitness, travel, fashion, food, family, business, motivation, music, art, beauty, tech, gaming, education, health, lifestyle
• Primary content niche classification
• Content diversity score
• Caption sentiment analysis (positive / neutral / negative distribution)
• Average sentiment score
• Most used words & word frequency analysis
• Primary language detection

📅 Posting Pattern Intelligence

• Posting days distribution (Monday–Sunday)
• Posting hours distribution (0–23)
• Weekly posting pattern heatmap
• Optimal posting times recommendation
• Most & least active posting days
• Most active posting hour
• Posting consistency score
• Posting gaps analysis (longest, shortest, average)
• Estimated next post date prediction
• Average post frequency (days between posts)

💰 Influencer Marketing Metrics

• Influencer score (0–100) — composite of engagement, followers, authenticity
• Collaboration potential — premium, high, medium, low
• Estimated post value ($) — what a sponsored post is worth
• Estimated story value ($)
• Estimated CPM ($) — cost per 1,000 impressions
• Account growth phase — growing, stable, declining
• Estimated daily & monthly follower growth

⚠️ Risk & Authenticity Indicators

• Fake follower risk — low, medium, high
• Engagement pod likelihood — low, medium, high
• Shadow ban indicators
• Bot follower likelihood
• Engagement authenticity score

🔗 Bio & Link Analysis

• Bio hashtags, mentions, URLs, emails
• Link type detection (Linktree, YouTube, TikTok, Twitter, podcast, shop)
• Monetization links count
• Cross-platform link analysis
• Has Linktree / shop / YouTube / TikTok / Twitter / podcast link detection

🖼️ Media Quality Statistics

• Average media width & height
• Maximum media resolution
• Media aspect ratio distribution
• Video with/without audio counts
• Average, max, min video duration
• Total video duration

#️⃣ Hashtag Analytics

• Top hashtags used (ranked by frequency)
• Hashtag categories classification
• Unique hashtags count
• Hashtag reach potential estimate
• Branded hashtags detection
• Average hashtags per post

📊 Growth & Virality Indicators

• Estimated daily & monthly follower growth rate
• Followers gained per post
• Engagement per follower ratio
• Virality score
• Growth rate estimate
• Account growth phase classification

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⚡ Run Modes — Choose Your Depth

This Instagram Profile Scraper offers three run modes to match your needs:

Mode	Fields	Speed	Best For
⚡ Basic	~20 fields	Fastest	Bulk verification, lead lists
📊 Standard	~80 fields	Balanced	Marketing research, competitor analysis
🔬 Deep	200+ fields	Thorough	Influencer vetting, brand partnerships, academic research

⚡ Basic Mode

Extracts profile metadata and key stats only — username, followers, following, posts, verification, privacy, profile URL. Perfect for quickly validating large lists of Instagram handles.

📊 Standard Mode

Adds recent posts, reels data, engagement analysis, and content metrics. Ideal for marketing teams who need actionable engagement data without the full analytics deep-dive.

🔬 Deep Mode

Unleashes the full power of this Instagram Profile Scraper — all 200+ fields including posting patterns, influencer metrics, risk indicators, content niche analysis, hashtag analytics, media quality stats, bio link analysis, growth indicators, and more.

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🔍 Profile Discovery — Find Profiles Automatically

Don't have a list of usernames? No problem. This Instagram Profile Scraper includes built-in keyword search to discover relevant profiles automatically.

Search Modes

Mode	Description
Username/URL	Scrape specific profiles by username or Instagram URL
Keyword Search	Discover profiles matching a keyword (e.g., "fitness trainer NYC")
Both	Combine direct usernames with keyword discovery

How Keyword Search Works

The scraper searches across multiple sources simultaneously:

1. Direct Instagram username lookup — exact match
2. DuckDuckGo — site-specific Instagram search with HTTP/2
3. Yahoo — secondary search source for broader coverage
4. Instagram API — native search with TLS fingerprinting

Results are deduplicated and validated before scraping, ensuring you only get real, unique profiles. Set maxSearchResults up to 10,000 to discover profiles at scale.

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🎛️ 40+ Advanced Filters — Get Exactly What You Need

This scraper includes the most comprehensive filtering system available on any Apify scraper — over 40 filter criteria across 8 categories.

👥 Follower Filters

Filter	Description
minFollowers	Minimum follower count
maxFollowers	Maximum follower count
followerTier	Nano (1K–10K) · Micro (10K–100K) · Mid (100K–500K) · Macro (500K–1M) · Mega (1M–10M) · Celebrity (10M+)

📊 Engagement Filters

Filter	Description
minEngagementRate	Minimum engagement rate (%)
maxEngagementRate	Maximum engagement rate (%)
minAvgLikes	Minimum average likes per post
minAvgComments	Minimum average comments per post
engagementTrend	Filter: increasing · stable · decreasing

🏷️ Account Type Filters

Filter	Description
accountType	Personal · Business · Creator
isVerified	Blue checkmark accounts only
isPrivate	Include/exclude private accounts
isBusiness	Business accounts only
hasExternalUrl	Must have external URL in bio
hasContactInfo	Must have business email or phone

📝 Content Filters

Filter	Description
minPostsCount / maxPostsCount	Post count range
hasReels	Must have Reels content
hasStories	Must have active Stories
hasHighlights	Must have story Highlights
hasIGTV	Must have IGTV content
hasShop	Must have Instagram Shop
minDaysSinceLastPost / maxDaysSinceLastPost	Activity recency
minPostFrequency	Minimum posts per week
primaryLanguage	Content language (12 languages supported)

🏷️ Category & Niche Filters

Filter	Description
categories	Instagram business categories (Athlete, Blogger, Musician, etc.)
contentNiches	Detected niches: sports, fitness, travel, fashion, food, family, business, motivation, music, art, beauty, tech, gaming, education, health, lifestyle
bioKeywords	Keywords that must appear in bio
bioHashtags	Hashtags that must appear in bio

📍 Location Filters

Filter	Description
locationCountry	Filter by country
locationCity	Filter by city
hasLocation	Must have location info

💰 Influencer Marketing Filters

Filter	Description
collaborationPotential	Premium · High · Medium · Low
minInfluencerScore	Minimum score (0–100)
maxFakeFollowerRisk	Maximum acceptable risk: Low · Medium
minEstimatedPostValue / maxEstimatedPostValue	Sponsored post value range ($)
minEstimatedCPM	Minimum cost per 1,000 impressions ($)
accountGrowthPhase	Growing · Stable · Declining
engagementPodLikelihood	Maximum pod likelihood: Low · Medium
minDataQualityScore	Minimum data completeness (0–100)

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📄 Output Formats

Choose the output density that fits your workflow:

Minimal (8 fields)

{
  "username": "cristiano",
  "full_name": "Cristiano Ronaldo",
  "followers_count": 636000000,
  "following_count": 583,
  "posts_count": 3789,
  "is_verified": true,
  "is_private": false,
  "profile_url": "https://www.instagram.com/cristiano/"
}

Compact (20 fields)

Adds biography, engagement rate, average likes/comments, account type, category, business email, profile pic, and more.

Full (200+ fields)

The complete dataset — every metric, analysis, and data point available. Fields are density-ordered: the columns with the most data appear first in the table view, so you always see the richest data upfront.

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📊 Data Extraction Toggles

Fine-tune exactly which data sections this Instagram Profile Scraper includes in the full output format:

Toggle	Default	What It Controls
includeRecentPosts	✅	Up to 12 recent posts with full metadata
includeReels	✅	Recent Reels with engagement data
includeHighlights	✅	Story highlights metadata
includeEngagementAnalysis	✅	Engagement trends, performance metrics
includeContentAnalysis	✅	Themes, sentiment, word analysis
includeAudienceInsights	✅	Demographics, geographic distribution
includeInfluencerMetrics	✅	CPM, post value, influencer score
includeSimilarAccounts	❌	Related/similar accounts
includeRiskIndicators	✅	Fake followers, engagement pods
includeWordAnalysis	✅	Word frequency, language detection
includePostingPatterns	✅	Schedule analysis, optimal times
includeMediaQualityStats	✅	Resolution, duration, aspect ratios
includeHashtagAnalysis	✅	Top hashtags, categories, reach
includeBioAnalysis	✅	Bio links, emails, cross-platform
includeGrowthIndicators	✅	Growth rates, virality scores

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🔧 How to Use This Instagram Profile Scraper

Method 1: Scrape by Username

{
  "runMode": "scrape_profile_deep",
  "searchMode": "usernames",
  "usernames": ["cristiano", "nike", "selenagomez"]
}

Method 2: Scrape by URL

{
  "runMode": "scrape_profile_standard",
  "searchMode": "usernames",
  "startUrls": [
    { "url": "https://www.instagram.com/cristiano/" },
    { "url": "https://www.instagram.com/nike/" }
  ]
}

Method 3: Discover by Keyword

{
  "runMode": "scrape_profile_deep",
  "searchMode": "keyword",
  "searchKeyword": "fitness trainer",
  "searchCountry": "USA",
  "maxSearchResults": 100
}

Method 4: Combined (Usernames + Keyword)

{
  "runMode": "scrape_profile_deep",
  "searchMode": "both",
  "usernames": ["therock"],
  "searchKeyword": "fitness influencer",
  "maxSearchResults": 50
}

Method 5: Filter for Influencer Marketing

{
  "runMode": "scrape_profile_deep",
  "searchMode": "keyword",
  "searchKeyword": "travel blogger",
  "maxSearchResults": 200,
  "followerTier": "micro",
  "minEngagementRate": 3.0,
  "accountType": "creator",
  "hasExternalUrl": true,
  "hasContactInfo": true,
  "collaborationPotential": "high",
  "maxFakeFollowerRisk": "low",
  "contentNiches": ["travel"],
  "outputFormat": "full"
}

💡 Use Cases

🏢 Marketing & Brand Teams

• Build influencer shortlists filtered by niche, engagement, and collaboration potential
• Competitor analysis with full engagement breakdowns
• Brand ambassador vetting with fake follower risk assessment

📊 Data & Research Teams

• Large-scale Instagram profile datasets for academic research
• Content trend analysis across niches and geographies
• Engagement benchmarking by industry and follower tier

🤝 Influencer Agencies

• Automated influencer scoring with 200+ data points
• CPM and post value estimation for rate negotiation
• Portfolio building with engagement authenticity verification

📈 Growth & Social Media Managers

• Posting pattern optimization — find the best times to post
• Content strategy insights from hashtag and word analysis
• Account health monitoring with growth indicators and risk detection

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📋 Input Schema Reference

Parameter	Type	Default	Description
runMode	string	scrape_profile_deep	Scrape depth: basic / standard / deep
searchMode	string	usernames	How to find profiles: usernames / keyword / both
usernames	string[]	["cristiano"]	Instagram usernames to scrape
startUrls	object[]	—	Instagram profile URLs to scrape
searchKeyword	string	—	Keyword for profile discovery
searchCountry	string	—	Country filter for keyword search
maxSearchResults	integer	50	Maximum keyword search results (0 = unlimited)
outputFormat	string	full	Output format: full / compact / minimal
proxyCountry	string	US	Residential proxy country

Plus all 40+ filter parameters documented in the Filters section above.

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⚠️ Important Notes

• Residential proxy is used automatically for best results and to avoid rate limiting
• Public profiles only — private profiles will return limited data (username, followers, bio only)
• Rate limiting — the scraper includes smart delays between profiles to avoid Instagram blocks
• Ghost profile detection — profiles with 0 followers and 0 posts are automatically skipped as non-existent
• Streaming output — results are pushed in real-time as each profile is scraped, so you don't have to wait for the full batch

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🆘 Troubleshooting

Issue	Solution
Low data fields returned	Switch to scrape_profile_deep run mode
Profile returns no data	Profile may be private, deleted, or rate-limited — try again with a different proxyCountry
Keyword search finds no profiles	Try broader keywords or remove searchCountry filter
Engagement metrics missing	Requires scrape_profile_standard or scrape_profile_deep (needs post data)
Slow performance	Reduce maxSearchResults or switch to scrape_profile_basic for speed

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📄 License & Legal

This Instagram Profile Scraper is intended for legitimate use cases such as marketing research, competitor analysis, academic studies, and business intelligence. Users are responsible for complying with Instagram's Terms of Service and applicable data protection laws (GDPR, CCPA, etc.).

Do not use this tool for:

• Unauthorized data collection or harassment
• Scraping private user data without consent
• Any activity that violates applicable laws or regulations

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