How to Extract Hashtag Data from Instagram?

Extract data from Instagram Hashtag for free in just one click.

Quickly access detailed location information.

Hashtags play a huge role in Instagram marketing, making content discoverable and helping businesses, influencers, and marketers reach the right audience. Extracting hashtag data can help track engagement, find trending topics, and build effective marketing campaigns. A reliable Instagram Hashtags Scraper simplifies this process, making it faster and more efficient.

leadstal

This article explains how to extract Instagram hashtag data, the best tools for the job, and how to make the most of the extracted information. 

Why Extract Instagram Hashtag Data?

An Instagram Hashtags Scraper allows users to collect valuable data from hashtagged posts, including usernames, captions, engagement metrics, and contact details. Here’s why this is important: 

1. Track Trends and Insights

  • Discover the most popular hashtags in your industry.
  • Identify which hashtags generate the most engagement.

2. Analyze Competitor Performance

  • See how competitors use hashtags to attract their audience.
  • Track their top-performing posts and engagement levels.

3. Build Targeted Marketing Lists

  • Extract usernames and emails (if public) from hashtagged posts.
  • Use this data for lead generation and outreach.

4. Find Influencers for Collaborations

  • Identify influencers using industry-relevant hashtags.
  • Evaluate their engagement metrics before partnering.

5. Improve Content Strategy

  • Understand which posts perform best under certain hashtags.
  • Adjust your strategy based on real engagement data.

Best Instagram Hashtags Scrapers for 2025

Tool NameBest ForFeaturesPricing
LeadStal IG Hashtag ScraperBulk hashtag data extractionCSV export, No coding requiredFree & Paid Plans
PhantombusterAutomated data scrapingAPI support, Cloud-basedStarts at $30/month
OctoparseNo-code data extractionPre-set templates, Cloud storageStarts at $75/month
ApifyScalable data extractionAPI integration, Real-time dataFree & Paid Plans
WebHarvyVisual data scrapingPoint-and-click interface$139 one-time fee
leadstal

How to Extract Hashtag Data from Instagram

Step 1: Install an Instagram Hashtags Scraper

Watch Step by Step Process

Step 2: Search for Target Hashtags

  • Open Instagram in your browser.
  • Use the search bar to find relevant hashtags.
  • Click on a hashtag to see all related posts.

Step 3: Extract Hashtag Data

  • Open the Instagram Hashtags Scraper extension.
  • Click Extract Hashtag Data to begin collecting post information.
  • Wait for the scraper to retrieve usernames, captions, engagement metrics, and more.

Step 4: Export and Use the Data

  • Click View Result to review extracted data.
  • Download the data in CSV or Excel format.
  • Organize posts based on engagement levels and audience interest.

Step 5: Analyze and Apply the Data

  • Identify trending topics and frequently used hashtags.
  • Adjust content strategies based on user behavior.
  • Develop marketing plans that align with hashtag insights.

Watch Step by Step Process


Pricing Plans for LeadStal’s Instagram Hashtags Scraper

Free$0.0020 CreditsLimited Data Extraction
Standard$14.99/M2,800 CreditsBulk Hashtag Data Extraction, CSV Export
Business$47.00/M10,000 CreditsAdvanced Filtering, Priority Support
Premium$250.00/MUnlimitedUnlimited Extraction, Full Data Insights

Each 1 Credit = 1 Valid Data Extracted, and LeadStal does not charge for invalid data. 

leadstal

Best Practices for Hashtag Scraping

✔ Focus on public posts – Private accounts restrict data extraction.
✔ Use engagement filters – Prioritize posts with high likes and comments.
✔ Extract data in intervals – Scraping too quickly may trigger Instagram’s security.
✔ Verify extracted emails – Use validation tools before outreach.
✔ Follow privacy guidelines – Ensure compliance with GDPR and CCPA regulations.
✔ Segment data properly – Organize hashtags by niche, engagement, or campaign goals. 

Creative Ways to Use Instagram Hashtag Data

1. Trend Monitoring for Content Planning

  • Track what topics are gaining popularity in your niche.
  • Schedule content around trending discussions.

2. Audience Segmentation

  • Identify different groups based on hashtag usage.
  • Target each segment with customized marketing strategies.

3. Product and Service Promotion

  • Find users engaging with relevant hashtags.
  • Offer exclusive deals and promotions directly to interested users.

4. Competitor Benchmarking

  • Compare hashtag performance with industry competitors.
  • Analyze the engagement strategies that work best.

5. Influencer Identification

  • Discover micro and macro influencers using industry-specific hashtags.
  • Build collaborations based on real engagement statistics.

FAQs

1. Can I scrape Instagram hashtags from private accounts?

No, hashtag data can only be extracted from public accounts and posts.

2. Is using an IG Hashtags Scraper legal?

Yes, as long as the scraper follows Instagram’s terms and only collects public data.

3. Can I extract email addresses from Instagram hashtags?

Yes, if users have made their email publicly available.

4. How fast can I scrape hashtag data?

With a good scraper, thousands of posts can be extracted in minutes.

5. Can I export the scraped data?

Yes, most scrapers allow export in CSV, Excel, or JSON formats.

6. What are the best hashtags to scrape?

Industry-relevant, trending, and high-engagement hashtags.

7. Will Instagram ban my account for scraping?

Scraping responsibly in intervals reduces the risk of restrictions.

8. Can I automate the scraping process?

Yes, tools like LeadStal and Phantombuster offer automation.

9. Who benefits from extracting Instagram hashtag data?

Marketers, business owners, influencers, and researchers.

10. How can I use extracted hashtag data for marketing?

Use insights to adjust content strategies and improve audience targeting.

Final Thought

Extracting Instagram hashtag data helps businesses, marketers, and influencers gain valuable insights into engagement trends and audience behavior. Whether you’re analyzing industry trends, identifying influencers, or optimizing marketing strategies, a tool like LeadStal’s IG Hashtag Scraper makes the process easier and more efficient.

WhatsApp