How to Quickly Scrape Instagram Profile Data

Instagram is a visually-focused social media platform where users can share photos, videos, live streams, and Stories. As a global social network with millions of users, it offers valuable data for businesses. Scraping personal profile data can provide insightful information about popular users worldwide, helping to predict future trends and identify potential new audiences.

How to Scrape Profile Data?
We can use a Python-based Instagram profile scraping tool.

First, locate the target URL, such as https://www.instagram.com/target_username/. Press F12 to open Developer Tools and inspect the page source to find the relevant JSON data. User information is nested within the

Update Time:Sep 06, 2025

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