Instagram Data Extraction and Mining Service

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Why Extract Instagram Data

Why Extract Instagram Data

Extracting data from Instagram offers numerous benefits, including identifying emerging trends through hashtags and likes, understanding customer sentiment via comments, and discovering influencers to enhance marketing efforts. It aids in market research, sentiment analysis, audience engagement, and AI model training. Businesses can optimize their marketing strategies, track brand awareness, monitor competitors, and generate leads by analyzing location-based data and user behaviors. Additionally, Instagram data supports academic research, real estate marketing, and combating misinformation, offering valuable insights across various industries.


  • Trend Analysis: Scrape hashtags and likes to spot emerging trends and create niche products.
  • Location Insights: Get data based on location to discover opportunities or risks affecting your business.
  • Customer Feedback: Scrape comments to understand real customer opinions about your brand.
  • Influencer Identification: Find influencers to promote your products and track their engagement in real time.
  • Continuous Data Collection: Maintain an updated dataset on your industry or interests to gain insights into changes.
  • Market Research: Conduct research beyond traditional surveys and polls for deeper insights.
  • Marketing Optimization: Optimize your marketing and PR strategies based on data insights.
  • Sentiment Analysis: Analyze sentiments in comments to gauge public perception of your brand.
  • Audience Engagement: Understand how your audience interacts with your content.
  • AI Model Training: Use datasets from Instagram to train AI models for various applications.
  • Fake News Monitoring: Monitor misinformation and fake news through data analysis.
  • Trend Prediction: Use profile data to predict trends and track brand awareness.
  • Competitor Analysis: Keep an eye on competing influencers and their performance.
  • Lead Generation: Identify potential customers by scraping posts related to hashtags, locations, or interests.
  • Social Media Strategy: Develop targeted strategies based on popular trends and content.
  • Fashion & Retail Insights: Track fashion trends and consumer engagement for product development.
  • Event Planning: Gauge public interest in events by analyzing location-based posts.
  • Real Estate Insights: Understand neighborhood popularity and property perception using location data.
  • Retail & E-commerce: Identify product popularity and optimize stock based on location insights.
  • Brand Monitoring: Track brand visibility and reputation through engagement metrics.
  • Content Planning: Analyze followers of similar accounts to plan your content strategy.
  • Influencer Marketing: Find and contact influencers for partnerships and promotions.
  • Reputation Management: Monitor your brand’s reputation and public perception in real time.
  • Academic Research: Conduct studies on social media behavior and trends.
  • Audience Building: Target and engage users interested in specific niches to grow your audience.
  • Contact Information Gathering: Extract emails and contact details from Instagram profiles for outreach.
  • Competitive Strategy: Monitor competitors’ followers and engagement to refine your social media strategy.




What Can You Extract From Instagram

What Can You Extract From Instagram

You can extract a wide range of data from Instagram, including profile details like usernames, biographies, follower counts, and contact information; post content such as captions, hashtags, media URLs, likes, comments, and timestamps; and metadata from hashtags, locations, and tagged posts. Additional data includes video metrics (views, duration), business information, mentions, and engagement statistics like comment replies and verification statuses. Tools also allow for scraping Instagram Reels, monitoring follower growth over time, and collecting lead information for influencer marketing, including emails and phone numbers.


  • Scrape profiles: Scrape posts or get metadata from profiles.
  • Scrape hashtags: Query hashtags by search keyword to scrape posts or metadata.
  • Scrape places/locations: Query places by search keyword to scrape posts or metadata.
  • Scrape comments: Scrape comments from any post.
  • Extract comments and posts: Extract from any public Instagram profile.
  • Post content details: Media URLs, timestamps, likes, captions, and hashtags.
  • Post metadata: URL, ID, caption, owner username, full name, profile picture.
  • Engagement data: Likes count, video view/play count, duration, music artist name, song name.
  • Post specifics: Post type, shortcode, product type, dimensions, display URL.
  • Comment details: Text, commentator username, profile picture.
  • Scrape Instagram Reels: Extract reels by specifying account and number of reels.
  • Followers & follows: Scrape follower and following counts from profiles.
  • Tagged posts & mentions: Extract post text, hashtags, mentions, comments, images, likes, locations, and metadata.
  • Mentions scraper: Extract mentions and tagged posts from public accounts.
  • Likes & comments data: Number of likes, comments, post URL, image URL, image dimensions.
  • Hashtags & text: Extract hashtags and text from posts.
  • Post timestamps & locations: Retrieve timestamps and indicated locations.
  • Author details: Username and video duration of post authors.
  • Location data: Scrape posts from specific Instagram locations quickly and cost-effectively.
  • Email scraping: Extract emails from Instagram profiles based on keywords.
  • Profile details: Profile URL, emails, phone numbers.
  • Biographical info: User-provided biography.
  • Business info: Business address, contact method, email, phone number.
  • Category info: Category enum and name.
  • Social media presence: Connected Facebook page, external URLs, Facebook ID and link.
  • Profile statistics: Followers & following counts, full name.
  • Profile status: Channel availability, highlight reel count, Instagram ID, business account status.
  • Profile media: Profile picture URL, related profiles.
  • Activity data: Last post date, join date.
  • Hashtag statistics: Number of posts, top posts, latest posts for hashtags.
  • Lead generation: Extract targeted lead info, including username, followers, user link, phone, email.
  • Sponsored content identification: Detect paid partnerships, affiliate posts, ads, and sponsor users.
  • Comment scraping: Scrape comments from multiple posts, retrieve historical comments, user details, engagement metrics.
  • Comment metadata: Comment ID, text, user info, timestamp, like count, reply count, parent comment ID, verification status.
  • Email extraction: Find emails matching keywords and specific domains for influencer marketing and outreach.
  • Search details: Search keyword, matched email domains, extracted email address, result title, Instagram URL, contextual text.




What Data Can Be Searched on Instagram

What Data Can Be Searched on Instagram

  • Profiles: Search by URL to retrieve top recent posts if the max results input is set to zero.
  • Posts: Access top comments using direct URLs for regular posts or reels.
  • Comments: Retrieve comments from posts using the Instagram post URL in the input.
  • Tags and Locations: Search by tags , a list of locations, or exact locations.
  • Text Search: Use search terms to find profiles, locations, and hashtags.

Additional Input Options

  • startUrls: Provide an array of Instagram URLs (Profile, Search, Location, or Audio) to get results immediately.
  • until: Specify a date-string to retrieve posts newer than this date.
  • maxItems: Set the maximum number of items you want to receive as output.
  • customMapFunction: Use a function that maps each object to custom data (not intended for filtering).

Lead Generation Options

  • Keyword: Specify categories or types of Instagram users to generate leads from (e.g., "wedding planners").
  • Country: Choose a country to target for lead generation.
  • Language: Select the language to target for lead generation.
  • maxLeads: Set the maximum number of leads to generate per input.

Scraping Features

  • Scrape Comments: Extract comments from multiple posts, including historical comments, and capture user details like usernames and verification status.
  • Engagement Metrics: Collect data such as like counts and reply counts.
  • International Support: Retrieve multi-language comments for internationalization.
  • Email Scraping: Find Instagram users by keywords and email domains, perfect for influencer marketing and targeted outreach campaigns.

Input Parameters for Email Scraping

  • keyword (required): The search term to find relevant Instagram profiles.
  • emailDomains (required): An array of email domains to match (e.g., ["gmail.com", "yahoo.com"]).
  • maxResults (optional): Set the maximum number of email addresses to scrape (default: 100).




Python

Pandas

NumPy

Beautiful Soup

Scrapy

Selenium

Rvest

ParseHub

Octoparse

Scraper API

Mozenda

Webhose.io

Proxy Servers

RapidMiner

KNIME

Web Crawling

Data Parsing

Automated Data Collection

Screen Scraping

Proxy Rotation

Headless Browsers

Web Automation

Captcha Bypass

IP Masking

Puppeteer

Cheerio

Apify

Playwright

RapidMiner

Weka

Captcha Solvers

Anti-Scraping Measures

IP Anti-Blocking

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