Instagram Hashtags Scraper (No Login Required)

What does Instagram Hashtags Scraper (No Login Required) do?

This tool extracts comprehensive hashtag data from Instagram without requiring any login credentials or cookies. Built with a cookieless architecture, the scraper allows you to gather hashtag metrics, trending status, and related tag suggestions directly from Instagram's public data. Whether you're analyzing a single hashtag or tracking multiple keywords, this tool provides instant access to Instagram's hashtag ecosystem without authentication barriers.

Key Features:

• Scrape hashtag data without Instagram login or authentication
• Extract media counts, trending status, and related hashtags
• Export data to JSON, CSV, or Excel formats
• Retrieve thumbnail URLs for visual content analysis
• Track search result counts for performance metrics
• Identify related tags for content strategy expansion
• Fast, reliable extraction with no rate limit concerns

Why scrape Instagram hashtag data?

Social media marketers need to scrape Instagram hashtag data to track trending content, analyze audience engagement, and develop targeted marketing strategies. Understanding which hashtags drive visibility and engagement is critical for optimizing content performance and reaching the right audiences on Instagram.

Primary Use Cases:

• Content Strategy Development: Identify high-performing hashtags to maximize post reach and discover related tags that align with your brand's messaging and target audience.
• Competitive Analysis: Monitor which hashtags competitors use successfully, track trending topics in your industry, and benchmark your hashtag performance against market leaders.
• Campaign Performance Tracking: Measure hashtag popularity over time, analyze media counts to gauge saturation levels, and optimize your hashtag mix for better engagement rates.

How to scrape Instagram hashtags using this tool?

Step 1: Identify the hashtag or keyword you want to analyze. You can search for any term like ""fitness,"" ""travel,"" or ""digitalmarketing"" without the # symbol.

Step 2: Configure your input parameters by entering your search term in the query field. The scraper will return hashtag data including metrics and related suggestions (1 query ≈ 30 search results).

Step 3: Run the scraper and download your results in your preferred format (JSON, CSV, or Excel). The data is ready for immediate analysis or integration into your marketing tools.

What are the input parameters?

Field	Type	Description
query	String	The search term or keyword to find hashtag data (e.g., ""insights"", ""marketing"", ""fitness""). Do not include the # symbol.

What data can you extract?

You can download the following data in JSON, CSV, or Excel formats:

{
  ""hashtag_id"": ""17841562489123456"",
  ""hashtag_name"": ""coding"",
  ""media_count"": 2847591,
  ""search_result_count"": 30,
  ""is_trending"": true,
  ""related_tags"": [""programming"", ""developer"", ""tech""],
  ""thumbnail_url"": ""https://scontent.cdninstagram.com/v/t51.2885-15/e35/123456789.jpg""
}

Extracted Fields:

• hashtag_id: Unique identifier for the hashtag on Instagram
• hashtag_name: The actual hashtag text without the # symbol
• media_count: Total number of posts using this hashtag
• search_result_count: Number of results returned in the search
• is_trending: Boolean indicating if the hashtag is currently trending
• related_tags: Array of suggested related hashtags
• thumbnail_url: Representative image URL for the hashtag

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This Instagram hashtag scraper serves as a powerful Instagram data extractor for marketers who need hashtag analytics Instagram insights without complex authentication. Whether you're looking to export Instagram hashtags for reporting, use an Instagram hashtag search tool for discovery, or extract Instagram hashtag data for competitive analysis, this Instagram hashtag analytics solution provides the metrics you need to optimize your social media strategy.