I build the pipelines other people's dashboards quietly depend on. Four years of it, all at Infocepts — Glue and PySpark on AWS, Terraform underneath, and enough production incidents to have opinions about error handling. Given the choice I take the unglamorous work: the job that runs at 3am and nobody thinks about, because that is the one that has to be right. Lately I have been pointing the same instincts at applied AI, where the interesting problem is still data movement — just with a more expensive consumer at the end of the pipe.