Python-Based Automation: Beyond Instapy in 2025

Legacy tools like Instapy, which relied on browser emulation (Selenium), have been rendered largely obsolete by Instagram's sophisticated anti-bot detection. However, the search volume for "Instagram bot python" remains high, indicating a gap between user desire for custom scripts and the availability of safe, modern solutions.

The Pivot to Graph API

High-ranking content must explicitly pivot the reader away from browser automation and toward the official Graph API. The narrative should serve as a modern developer's guide, explaining that while "grey hat" methods like scraping are dangerous due to device fingerprinting, the official API offers a robust, "white hat" alternative for DMs and comment management.

Code Samples

The article should provide Python code samples using the requests library to query endpoints like /me/media to retrieve comments safely.

Infrastructure Requirements

It is also crucial to address the infrastructure requirements for any remaining data scraping tasks, specifically the necessity of 4G mobile proxies over residential IPs to mimic mobile device behavior, thus avoiding immediate IP bans.