3 Perfect Ways On How To Scrape Instagram Explore Page

What Is Scraping, Why Would You Scrape Instagram For You Page (FYP), and How To Scrape Instagram Explore Page?

Scraping extracts data from Instagram automatically. You can scrape Instagram for You Page (FYP) to track viral content, influencers, and engagement trends. In this Guide, you’ll get all the useful knowledge on how to scrape Instagram Explore Page, which helps collect trending posts, reels, and hashtags for marketing insights.

Scraping means extracting data from a website automatically. When you scrape the Instagram For You Page, you can collect:

  • Popular posts
  • Trending videos
  • Viral reels
  • Top profiles
  • Engagement data (likes, comments, shares)

This data is useful for:
1. Marketing research
2. Content creation
3. Trend analysis
4. Competitor tracking

What Is Scraping, Why Would You Scrape Instagram For You Page (FYP), and How To Scrape Instagram Explore Page?
What Is Scraping, Why Would You Scrape Instagram For You Page (FYP), and How To Scrape Instagram Explore Page?

Now, let’s look at how to scrape Instagram Explore page safely and effectively by following these simple methods, including Python (Selenium, BeautifulSoup), web scrapers (Apify, Octoparse), and APIs. Always scrape ethically and use proxies to avoid detection. 

Important Note Before Scraping Instagram FYP (For You Page)

Instagram has strict policies against automated data scraping. If you scrape too aggressively, your IP can get blocked, or your account may be restricted. To stay safe:

  • Use ethical scraping methods
  • Follow Instagram’s terms of service
  • Use proxies and rotating IPs to avoid detection
Important Note Before Scraping Instagram FYP (For You Page)
Important Note Before Scraping Instagram FYP (For You Page)

Now, let’s dive into the step-by-step scraping methods!

Method 1: Scraping Instagram Explore Page Using Python (Best for Developers)

If you’re comfortable with coding, Python is the best way to scrape Instagram Explore Page efficiently. Follow these steps:

Step 1: Install Required Libraries

First, install the necessary Python libraries:

bash
pip install requests beautifulsoup4 selenium pandas undetected-chromedriver
  • requests – Fetches data from Instagram
  • beautifulsoup4 – Parses the HTML
  • selenium – Automates web browsing
  • pandas – Stores data in an organized format
  • undetected-chromedriver – Helps bypass bot detection

Step 2: Use Selenium to Open Instagram

Since Instagram has JavaScript-based content, we use Selenium to load the page.

Python
from selenium import webdriver
from selenium.webdriver.chrome.service import Service
from selenium.webdriver.common.by import By
import time
# Set up Chrome driver
options = webdriver.ChromeOptions()
options.add_argument(“–headless”) # Runs Chrome in the background
driver = webdriver.Chrome(options=options)# Open Instagram Explore Page
driver.get(“https://www.instagram.com/explore/”)
time.sleep(5) # Wait for the page to load# Get page source
html = driver.page_source
driver.quit()print(html) # This prints the page content

Step 3: Extract Data Using BeautifulSoup

Once we get the page content, we extract post details.

Python

from bs4 import BeautifulSoup

soup = BeautifulSoup(html, ‘html.parser’)

# Find all posts
posts = soup.find_all(“div”, class_=“x1i10hfl”) # Instagram’s post container class (changes over time)

for post in posts:
try:
link = post.find(“a”)[“href”]
print(f”Post Link: https://www.instagram.com{link})
except:
continue

This script fetches post links from the Explore page! 🎉

Step 4: Scrape Post Details (Likes, Comments, Hashtags, etc.)

Once you have post links, scrape each post individually:

python
for post_url in post_links:
driver.get(post_url)
time.sleep(3) # Wait for the page to load
post_html = driver.page_source
post_soup = BeautifulSoup(post_html, ‘html.parser’)
likes = post_soup.find(“span”, class_=“likes_class”).text # Adjust class name as needed
comments = post_soup.find(“span”, class_=“comments_class”).text # Adjust class name
print(f”Likes: {likes}, Comments: {comments})Boom! Now you can extract Instagram Explore posts along with likes, comments, and engagement details.

Method 2: Scraping Instagram Explore Page Without Coding (Using Web Scraping Tools)

If you don’t want to code, then you can use some Free & Paid web scraping tools. Here are the best ones to use to scrape Instagram Explore Page in 2025:

1. Apify Instagram Scraper

Apify has a ready-made Instagram Scraper that can extract posts, profiles, hashtags, and more.

Steps:
1. Go to Apify Instagram Scraper
2. Sign up for an account
3. Search for “Instagram Scraper
4. Enter the Explore page URL
5. Click Run
6. Download your scraped data in CSV or JSON

Pros: No coding required, easy UI
Cons: Free version has limits

2. Octoparse (No-Code Scraper)

Octoparse is a drag-and-drop tool that lets you scrape Instagram visually.

Steps:
1. Download Octoparse
2. Paste the Instagram Explore page URL
3. Select the data you want to scrape (images, captions, etc.)
4. Click Run Scraper
5. Export data as CSV

Pros: User-friendly, works on Windows/Mac
Cons: Might require a paid plan for full data access

Method 3: Scraping Instagram Explore Using APIs (Official & Unofficial Methods)

1. Instagram Graph API (Official, But Limited)

Instagram’s official API does not allow to scrape Instagram Explore page directly. However, you can:
– Get data from specific profiles
– Fetch hashtags, posts, and comments

Steps to Use the API:
1. Create a Meta Developer Account
2. Get an Access Token
3. Use API requests like:

bash
GET https://graph.instagram.com/me/media?fields=id,caption,media_url


Pros:
Legal & official

Cons: Does not allow Explore page scraping directly

2. Unofficial Instagram API (For Full Scraping)

There are third-party APIs that can scrape Explore data:

Pros: Easy & fast
Cons: May violate Instagram’s terms

Conclusion: What’s the Best Method for You?

Method Best For Skill Level Cost
Python Scraping Developers Advanced Free
Web Scraping Tools Beginners Easy Paid (Free limited)
APIs Businesses Medium Paid


If you’re comfortable with coding, use Python for full control.

If you don’t want to code, use Apify or Octoparse.
If you want legal & official data, use Instagram’s API.

Final Tip: Stay Safe While Scraping!

– Use proxies & rotating IPs to avoid detection
– Respect Instagram’s rules to prevent account bans
– Scrape responsibly and don’t overload Instagram’s servers

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