Scrape Instagram hashtags

To scrape Instagram hashtags, it’s important to understand that Instagram’s official API has strict limitations and scraping directly from their website violates their terms of service. However, if you’re gathering data for research or analysis (non-commercial and ethical use), here are general methods and tools you can use:

1. Using Third-Party Tools or Platforms

Several tools provide hashtag data without the need to build your own scraper:

• Inflact

• Hashtagify

• Display Purposes

• All Hashtag

• RiteTag (by RiteKit)

These services offer trending hashtags, hashtag suggestions by keyword, and engagement metrics.

2. Python-Based Scraping (Unofficial & Risky)

Note: Use responsibly and avoid violating Instagram’s terms of service.

You can use tools like Instaloader or Selenium:

Example using Instaloader

python
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import instaloader

L = instaloader.Instaloader()

# Login is optional but helps avoid rate limits
# L.login('your_username', 'your_password')

hashtag = 'nature'
for post in instaloader.Hashtag.from_name(L.context, hashtag).get_posts():
    print(post.url)

Example using BeautifulSoup + Selenium

python
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from selenium import webdriver
from bs4 import BeautifulSoup
import time

driver = webdriver.Chrome()
driver.get("https://www.instagram.com/explore/tags/nature/")

time.sleep(5)  # Wait for page to load
soup = BeautifulSoup(driver.page_source, 'html.parser')

# This part varies due to dynamic JS rendering
posts = soup.find_all('a')
for post in posts:
    href = post.get('href')
    if '/p/' in href:
        print(f"https://www.instagram.com{href}")

driver.quit()

3. Hashtag Suggestions via NLP or Data Mining

You can also extract hashtags from Instagram post captions using NLP techniques. Download public posts using tools above, then use re.findall(r"#(w+)", caption) in Python to extract hashtags.

4. Instagram Graph API (For Business Accounts)

If you’re managing a business profile and want hashtag analytics legally:

• Register an app on Facebook Developer

• Use Instagram Graph API’s Hashtag Search and Top Media endpoints

Example API Use

http
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GET https://graph.facebook.com/v18.0/ig_hashtag_search?user_id={user-id}&q={hashtag-name}&access_token={token}

You’ll need:

• A Facebook developer account

• A connected Instagram Business account

• An access token with required permissions (instagram_basic, pages_read_engagement, instagram_manage_insights, etc.)

Summary

Let me know if you’d like a ready-to-use script or further help with any of these methods.