Ahmed Sabet is a Data Engineer at Productic Studio who got into data because he hated meetings where everyone argued about a number nobody could define. Someone has to own the plumbing.

He builds pipelines, models, and the boring contracts that make dashboards trustworthy, caring more about lineage than fancy charts. He will challenge a metric that looks decisive but cannot be reproduced.

Outside work he brews coffee with too many gadgets. On the job, no metric ships without a definition.