How do you scale up a cell culture process without losing reproducibility?

We are trying to move a bench-scale cell culture protocol to a larger bioreactor, and the results are drifting in ways we did not see in small flasks.

I suspect mixing, oxygen transfer, or seeding density is behind it, but I am not sure which parameter to chase first.

How do you approach scale-up so that the process stays reproducible across vessel sizes?