How to Scrape Instagram Data in 2026

Instagram is one of the hardest platforms to scrape due to aggressive rate limiting, login walls, and frequent anti-bot updates. Here is what still works in 2026.

What Data Can You Scrape?

• Public profiles, Bio, follower counts, post counts
• Posts, Images, captions, likes, comments
• Hashtags, Posts tagged with specific hashtags
• Reels and Stories, Limited public access

The Challenges

Instagram requires login for most content, uses GraphQL APIs internally, and aggressively blocks automated access. IP bans happen quickly without proper precautions.

Method 1: Instagram's GraphQL API

Instagram loads data through internal GraphQL endpoints. You can intercept these requests using browser DevTools.

import requests

headers = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36",
    "X-IG-App-ID": "936619743392459",
}

user_id = "12345678"
url = f"https://www.instagram.com/api/v1/users/{user_id}/info/"
response = requests.get(url, headers=headers)

Note: These endpoints change frequently, so expect maintenance overhead.

Method 2: Using a Scraping API

For reliable, maintenance-free Instagram scraping, use a service like ScraperAPI or ScrapingAnt. These handle session management, proxy rotation, and anti-bot bypass automatically.

import requests

API_KEY = "YOUR_SCRAPERAPI_KEY"
target = "https://www.instagram.com/username/"

resp = requests.get(
    f"http://api.scraperapi.com?api_key={API_KEY}&url={target}&render=true"
)

Method 3: Third-Party Tools

• Instaloader, Open-source Python tool for downloading Instagram content
• instagram-scraper, CLI tool for bulk downloading

Best Practices

1. Use residential proxies, Datacenter IPs get blocked instantly
2. Respect rate limits, Keep requests under 100 per hour per account
3. Handle login carefully, Use session cookies rather than logging in on every request
4. Cache aggressively, Avoid re-scraping data you already have

Legal Note

Only scrape publicly available data. Respect Instagram's Terms of Service and user privacy. Scraping private accounts or DMs is both unethical and illegal.