Instagram Related Hashtag Stats Scraper
by apify
Need to know what's really trending on Instagram, not just what the app shows you? This scraper pulls the full story behind any hashtag, giving you th...
Opens on Apify.com
About Instagram Related Hashtag Stats Scraper
Need to know what's really trending on Instagram, not just what the app shows you? This scraper pulls the full story behind any hashtag, giving you the data you need to make smarter decisions. I use it to get the complete stats for any Instagram hashtag in seconds. It fetches the total number of posts, calculates the average posts per day, and grabs samples of the top and latest content. More importantly, it finds all the related hashtags—both the literal ones Instagram suggests and the semantically similar ones people actually use together. You get each related tag's usage count, so you can see the full keyword universe around your topic. The data exports cleanly for analysis, or you can plug the actor directly into your workflow via its API. Schedule regular runs to track growth, monitor it from your dashboard, and connect it to other tools without any hassle. It’s straightforward and does exactly what you’d want: turns Instagram's opaque hashtag system into clear, actionable data for research, marketing, or content planning.
What does this actor do?
Instagram Related Hashtag Stats Scraper is a web scraping and automation tool available on the Apify platform. It's designed to help you extract data and automate tasks efficiently in the cloud.
Key Features
- Cloud-based execution - no local setup required
- Scalable infrastructure for large-scale operations
- API access for integration with your applications
- Built-in proxy rotation and anti-blocking measures
- Scheduled runs and webhooks for automation
How to Use
- Click "Try This Actor" to open it on Apify
- Create a free Apify account if you don't have one
- Configure the input parameters as needed
- Run the actor and download your results
Documentation
What can Instagram Hashtag Stats Scraper do? Our Instagram Hashtag Stats Scraper allows you to scrape full related Instagram hashtag metadata based on hashtag searches, beyond what the Instagram API allows. - Allows you to add a hashtag and get all stats associated with it - Includes information on how widely a hashtag is used - Gives an overview of recent and popular posts used with your hashtag - Finds related hashtags (related literally or semantically) - Shows how often related hashtags are used - Get over 2,000 results for free; single results take less than a minute to gather - Export data in multiple formats: JSON, CSV, Excel, or HTML - Export via SDKs (Python & Node.js), use API Endpoints, webhooks, or integrate with workflows - Explore our other Instagram scrapers ## What Instagram related stats data can I extract? This Actor lets you scrape related Instagram hashtag metadata based on hashtag searches. It shows the following:
| 📈 How often your hashtag was used and its reach | posts, postsCount, postsPerDay |
|---|---|
| 📸 A sample of posts and videos your hashtag was used in | topPosts, latestPosts |
| 📛 All hashtags related to your search and their reach | related, info |
| 🤝 How often hashtags that are related literally were used in conjunction with your hashtag | rare, average, frequent |
| 🗣️ How often hashtags that are related semantically were used in conjunction with your hashtag | relatedRare, relatedAverage, relatedFrequent |
## ⬆️ Output The results will be wrapped into a dataset which you can find in the Storage tab. Here's an excerpt from the dataset you'd get if you apply the input parameters above:
Note that in most cases the output will be so large that only JSON or XML files will be able to display all data. ### 🔢 Extracted Instagram stats sample json { "name": "love", "postsCount": 2150000000, "url": "[https://www.instagram.com/explore/tags/love](https://www.instagram.com/explore/tags/love)", "id": "love", "posts": "2.15 G", "postsPerDay": "0", "difficulty": "", "related": [ { "hash": "#instagood", "info": "1.96 g" }, { "hash": "#instagram", "info": "1.58 g" }, { "hash": "#fashion", "info": "1.22 g" }, { "hash": "#photography", "info": "1.14 g" }, { "hash": "#photooftheday", "info": "1.09 g" } ], "frequent": [ { "hash": "#lovely", "info": "75.83 m" }, { "hash": "#loves", "info": "8.72 m" }, { "hash": "#loves_nippon", "info": "3.37 m" }, { "hash": "#loves_world", "info": "2 m" }, { "hash": "#lovely_flowergarden", "info": "1.42 m" } ], "average": [ { "hash": "#loves_landscape", "info": "888.59 k" }, { "hash": "#loves_nyc", "info": "879.52 k" }, { "hash": "#loves_greece", "info": "844.38 k" }, { "hash": "#loves_united_europe", "info": "766.4 k" }, { "hash": "#loves_reflections", "info": "755.76 k" } ], "rare": [ { "hash": "#loves_united_cuneo", "info": "92.27 k" }, { "hash": "#loves_umbria", "info": "90.17 k" }, { "hash": "#loves_dolomiti", "info": "85.87 k" }, { "hash": "#loves_bridges", "info": "80.82 k" }, { "hash": "#lovely_day", "info": "78.84 k" } ], "relatedFrequent": [ { "hash": "#instagood", "info": "1.96 g" }, { "hash": "#instagram", "info": "1.58 g" }, { "hash": "#fashion", "info": "1.22 g" }, { "hash": "#photography", "info": "1.14 g" }, { "hash": "#art", "info": "1.12 g" } ], "relatedAverage": [ { "hash": "#zamanıdurdur", "info": "518.65 k" }, { "hash": "#deepika", "info": "687.34 k" }, { "hash": "#marathimanus", "info": "765.6 k" }, { "hash": "#picmarathi", "info": "292.31 k" }, { "hash": "#nagar", "info": "583.67 k" } ], "relatedRare": [ { "hash": "#zainfotoprodukpekalongan", "info": "89.8 k" }, { "hash": "#telegramdan", "info": "96.55 k" }, { "hash": "#queendeepika", "info": "19.05 k" }, { "hash": "#gujju_premguru", "info": "1.4 k" }, { "hash": "#queenofhollywood", "info": "79.07 k" } ], "topPosts": [ { "inputUrl": "[https://www.instagram.com/explore/tags/love](https://www.instagram.com/explore/tags/love)", "id": "3663300161530678929", "type": "Video", "shortCode": "DLWqBaBqs6R", "caption": "Saree♥️...", "hashtags": ["explore", "explorepage", "foryou", "foryoupage", "saree"], "mentions": ["aurawardrobe2025"], "url": "[https://www.instagram.com/p/DLWqBaBqs6R/](https://www.instagram.com/p/DLWqBaBqs6R/)" }, { "inputUrl": "[https://www.instagram.com/explore/tags/love](https://www.instagram.com/explore/tags/love)", "id": "3663316884607400188", "type": "Video", "shortCode": "DLWt0wmtvj8", "caption": "હાલો કરો કોમેટ>>>...", "hashtags": ["insta", "instagram", "instagood", "instadaily", "love"], "mentions": ["safuu_8x"], "url": "[https://www.instagram.com/p/DLWt0wmtvj8/](https://www.instagram.com/p/DLWt0wmtvj8/)" } ] } ## How much will scraping Instagram hashtags stats cost you? Instagram Statistics Scraper uses the pay-per-event pricing model, which makes your costs easy to calculate. For the full breakdown of how it works, check out the pricing table. Assuming you’re on the Free plan, $5 per month gets you over 2,000 results. For more frequent or extensive data scraping, consider upgrading to the Starter plan, which would get you just under 20,000 results. For scalable Instagram scraping, check out our Scale or Business plans with applied Store discounts. ## Want to scrape Instagram profiles, posts, or comments? For more Instagram data, use our other dedicated scrapers. This includes Actors dedicated to scraping posts, profiles, and plenty more besides. and plenty more. Alternatively, you could us webhooks to carry out an action whenever an event occurs, such as getting a notification whenever Instagram Hashtag Stats Scraper successfully finishes a run. ### Can I use Instagram Hashtag Stats Scraper with the Apify API? The Apify API gives you programmatic access to the Apify platform. The API is organized around RESTful HTTP endpoints that enable you to manage, schedule, and run Apify Actors. The API also lets you access any datasets, monitor actor performance, fetch results, create and update versions, and more. To access the API using Node.js, use the apify-client NPM package. To access the API using Python, use the apify-client PyPI package. Click on the API tab for code examples, or check out the Apify API reference docs for all the details. ### Can I use Instagram Hashtag Stats Scraper through an MCP Server? With Apify API, you can use almost any Actor in conjunction with an MCP server. You can connect to the MCP server using clients like ClaudeDesktop and LibreChat, or even build your own. Read all about how you can set up Apify Actors with MCP. For the Instagram Hashtag Stats Scraper, go to the MCP tab and then go through the following steps: 1. Start a Server-Sent Events (SSE) session to receive a sessionId. 2. Send API messages using that sessionId to trigger the scraper. 3. The message starts the Instagram Hashtag Stats Scraper with the provided input. 4. The response should be: Accepted. ### Do I need proxies to scrape stats from Instagram? Proxies are a vital part of scraping, letting you spoof your location and circumvent any blockers a site may employ. For this reason, we run residential proxies in the background for subscribers to the Starter plan and higher tiers. ### Is it legal to scrape Instagram? Our Instagram scrapers do not extract any private user data, such as email addresses, gender, or location. They only extract what the user has chosen to share publicly. However, you should be aware that your results could contain personal data. Personal data is protected by the GDPR in the European Union and by other regulations around the world. You should not scrape personal data unless you have a legitimate reason to do so. If you're unsure whether your reason is legitimate, consult your lawyers. You can also read our blog post on the legality of web scraping. ### Instagram Hashtag Stats not working We’re always working on improving the performance of our Actors. If you have any technical feedback for Instagram Hashtag Stats Scraper or found a bug, please create an issue in the Issues tab.
Categories
Common Use Cases
Market Research
Gather competitive intelligence and market data
Lead Generation
Extract contact information for sales outreach
Price Monitoring
Track competitor pricing and product changes
Content Aggregation
Collect and organize content from multiple sources
Ready to Get Started?
Try Instagram Related Hashtag Stats Scraper now on Apify. Free tier available with no credit card required.
Start Free TrialActor Information
- Developer
- apify
- Pricing
- Paid
- Total Runs
- 136,559
- Active Users
- 1,872
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