Asif Mansoor Amanullah Asif Mansoor Amanullah is a Senior Data Engineer specializing in large-scale data infrastructure, real-time streaming systems, and privacy-first analytics platforms. With over a decade of experience building data systems at some of the world's most technically demanding technology companies, he has led the design and implementation of revenue-critical pipelines, unified analytics platforms, and audience data systems processing billions of events daily across petabytes of data.
Asif Mansoor Amanullah
Privacy-Preserving Data Analytics: Stop Collecting What You Do Not Need
There is an almost reflexive habit in data engineering: whenever you instrument an event, you attach a user ID. It feels natural. User IDs are how you join tables, track behavior, and measure engagement. The problem is that most teams attach them without ever asking whether they actually need them ... Read More
Security Boulevard

