10 Best IG Hashtag Scrapers in 2025

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Instagram is one of the most powerful platforms for businesses, influencers, and marketers. Hashtags play a major role in content discovery, audience engagement, and lead generation. An IG Hashtags Scraper helps extract valuable data from hashtagged posts, allowing users to analyze trends, find influencers, and generate leads efficiently.

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This article highlights the 10 best IG Hashtags Scrapers in 2025, their features, pricing, and how they can help improve Instagram marketing strategies. 

Why Use an IG Hashtags Scraper?

Extracting hashtag data manually can be time-consuming. A scraper automates this process and provides insights that can be used to improve engagement strategies. Here are some reasons why marketers and businesses rely on IG Hashtags Scrapers:

✔ Find Trending Hashtags – Identify hashtags that are gaining traction in your industry.
✔ Analyze Competitor Performance – Understand which hashtags work best for your competitors.
✔ Build Targeted Marketing Lists – Extract user details from hashtag posts for outreach campaigns.
✔ Discover Influencers – Find content creators and influencers using specific hashtags.
✔ Improve Ad Targeting – Use hashtag data to refine audience targeting for paid promotions.
✔ Enhance Engagement Strategies – Track which hashtags generate the most interaction.  

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Top 10 IG Hashtags Scrapers in 2025

Tool NameBest ForFeaturesPricing
LeadStal IG Hashtag ScraperBulk data extractionCSV export, No coding requiredFree & Paid Plans
PhantombusterAutomated scrapingAPI support, Cloud-basedStarts at $30/month
OctoparseNo-code data extractionPre-set templates, Cloud storageStarts at $75/month
ApifyScalable data extractionAPI integration, Real-time updatesFree & Paid Plans
WebHarvyVisual data scrapingPoint-and-click interface$139 one-time fee
ScraperAPIGeneral web scrapingWeb Scraping API, Proxy supportCustom pricing
ParseHubAdvanced data extractionAI-powered filtering, Multi-page scrapingStarts at $149/month
Bright DataEnterprise-grade scrapingProxy rotation, High-speed extractionCustom pricing
SocialScraperMulti-platform scrapingBulk processing, Customizable filtersStarts at $39/month
InstaScraperInstagram-specific scrapingCSV export, Fast processingStarts at $29/month

 

Features to Look for in an IG Hashtags Scraper

When choosing the best IG Hashtags Scraper, consider the following features:

1. Bulk Data Extraction

  • The ability to scrape thousands of hashtagged posts in minutes.
  • Saves time compared to manual extraction.

2. User-Friendly Interface

  • No technical knowledge required.
  • Simple navigation with easy-to-use tools.

3. Export Options

  • Data should be downloadable in CSV, Excel, or JSON formats.
  • Makes integration with marketing tools seamless.

4. Real-Time Data Updates

  • Keeps extracted data fresh and relevant.
  • Helps in tracking trending hashtags effectively.

5. Advanced Filtering Options

  • Allows users to filter by engagement, followers, and content type.
  • Ensures that only relevant data is extracted.
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How to Use an IG Hashtags Scraper

Step 1: Install the Tool

  • Download and install an IG Hashtags Scraper like LeadStal or Apify.
  • If using a Chrome extension, enable Developer Mode to load the tool.

Watch Step by Step Process

Step 2: Search for Target Hashtags

  • Open Instagram and use the search bar to find hashtags related to your niche.
  • Click on a hashtag to view all related posts.

Step 3: Extract Hashtag Data

  • Open the scraper tool and start extracting data.
  • It will pull information like usernames, captions, engagement metrics, and timestamps.

Step 4: Export and Analyze the Data

  • Click View Result to review extracted data.
  • Download it in CSV or Excel format for further analysis.
  • Use data insights to improve marketing strategies.

Watch Step by Step Process 

Pricing Plans for LeadStal’s IG Hashtags Scraper

Free$0.0020 CreditsLimited Data Extraction
Standard$14.99/M2,800 CreditsBulk 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. 

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Best Ways to Use IG Hashtag Data

✔ Track trends – Identify hashtags gaining traction in your industry.
✔ Find influencers – Locate content creators using popular hashtags.
✔ Improve content strategy – Adjust campaigns based on engagement analytics.

✔ Run better ads – Use hashtag insights to refine ad targeting.
✔ Monitor competitors – Analyze their hashtag strategies for better positioning.

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

An IG Hashtags Scraper is essential for marketers and businesses looking to improve their Instagram strategy. Whether tracking trends, finding influencers, or generating leads, these tools simplify the process and save time. Choosing the right scraper ensures accuracy, efficiency, and better engagement insights.

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