Lalit Mishra

In the modern data extraction landscape, a peculiar asymmetry has emerged. If you attempt to scrape the web frontend of a major e-commerce platform or social network today, you face a formidable wall of defense. You must contend with dynamic JavaScript challenges, canvas fingerprinting, TLS handshake analysis (JA3/JA4), and aggressive behavioral biometrics. The browser has become a hostile environment for automation, monitored by sophisticated bot management systems that treat every non-human interaction as a threat.

 

Angela Beevers

Today’s shoppers expect instant gratification, seamless digital and e-commerce experiences, and personalised rewards, all from the convenience of their mobile devices. It’s no surprise that mobile app loyalty programmes have become essential tools for retailers looking to build stronger relationships and long-term customer loyalty in the digital age.