How to Extract Hashtag Data from Instagram?

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.

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

How to Extract Hashtag Data from Instagram

Step 1: Install an Instagram Hashtags Scraper

• Download the LeadStal IG Hashtag Scraper Chrome Extension.
• Extract the ZIP file and enable Developer Mode in Chrome.
• Load the unpacked extension to activate the tool.

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

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

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

Frequently asked questions

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.