Building a Scalable Web Scraping Architecture in Python & Go

Learn how to build a scalable, hexagonal architecture for web scraping using Python and Go. Master techniques to bypass PerimeterX & HUMAN Security.

How to Build a Scalable Web Scraping Architecture with Python and Go

Sites like Amazon and Walmart catch standard HTTP requests using TLS fingerprinting (JA3/JA4). In our Hexagonal Architecture's Network Adapter layer, instead of using a standard HTTP Client, we use adapters that perfectly mimic browser behavior. For Go-based systems, we integrate the curl_cffi library with a CGO wrapper to copy Chrome's TLS handshake signature. On the Python side, we use httpx with custom TLS adapters or curl_cffi directly to create flawless connections that don't trigger PerimeterX sensors.