Production ML isn’t only about clever architectures. It’s about judgment, trade-offs and systems that hold up when data is messy.

I sat down with Ahsaas Bajaj , Senior ML Engineer at Instacart, to talk about how they handle product substitutions at scale, what actually moves business metrics and what changes when you move into a senior ML role.